cleanup sandboxing

* use schema inclusion filters

* fix test

* remove set dep

.clj-kondo/config.edn

@@ -1,7 +1,7 @@
 ;; -*- comment-column: 100; -*-
 {:config-paths ["macros" "src" "config"]
  :linters
- {;;
+ { ;;
   ;; enabled optional linters (these are disabled by default)
   ;;
 
@@ -25,6 +25,7 @@
   :reduce-without-init          {:level :warning}
   :redundant-call               {:level :warning}
   :redundant-fn-wrapper         {:level :warning}
+  :redundant-str-call           {:level :warning}
   :self-requiring-namespace     {:level :warning}
   :single-key-in                {:level :warning}
   :unsorted-imports             {:level :warning}
@@ -49,7 +50,7 @@
   ;; disabled linters
   ;;
 
-  :redundant-ignore {:level :off} ; lots of false positives, see https://github.com/clj-kondo/clj-kondo/issues/2414
+  :redundant-ignore {:level :off}    ; lots of false positives, see https://github.com/clj-kondo/clj-kondo/issues/2414
   :unexpected-recur {:level :off} ; TODO (cam): I think we just need to tell it how to handle MBQL match and we can enable this?
 
   ;;
@@ -68,6 +69,7 @@
   :metabase/validate-logging                           {:level :warning}
   :metabase/validate-mb-driver-tests                   {:level :warning}
   :metabase/validate-mb-once                           {:level :warning}
+  :metabase/discourage-millis-duration                 {:level :warning}
 
   :metabase/validate-deftest
   {:level :warning
@@ -172,7 +174,7 @@
      metabase.driver.sql-jdbc.execute/execute-prepared-statement!
      metabase.notification.models/create-notification!
      metabase.pulse.send/send-pulse!
-     metabase.query-processor.store/store-database!
+     metabase-enterprise.transforms-python.python-runner-test/execute!
      ;; Safe in tests, where we typically use a private, temporary index per thread.
      metabase.search.core/reindex!
      metabase.util/run-count!
@@ -186,7 +188,7 @@
   :metabase/disallow-hardcoded-driver-names-in-tests
   ;; don't include `:h2` since that will probably lead to a mountain of tests where we are specifically testing
   ;; middleware or compilation behavior with just H2 since it's the default.
-  {:drivers #{;; core drivers
+  {:drivers #{ ;; core drivers
               #_:h2
               :postgres
               :mysql
@@ -214,7 +216,7 @@
   ;; misc config for built-in linters
   ;;
 
-  :invalid-arity       {:skip-args [metabase.lib.util.match/match]} ; TODO (cam): can we fix these?
+  :invalid-arity       {:skip-args [metabase.lib.util.match/match]}                    ; TODO (cam): can we fix these?
   :refer-all           {:level :warning, :exclude [clojure.test]}
   :unused-referred-var {:exclude {compojure.core [GET DELETE POST PUT]}}
 
@@ -228,7 +230,7 @@
     (clojure.core.logic/fresh)
     (clojure.core.logic/matcha)
     (clojure.core.logic/run)
-    (clojure.test/is [query= =? malli= qv=])
+    (clojure.test/is [=? malli= qv=])
     (clojure.tools.macro/macrolet)
     instaparse.core/transform
     (metabase.server.streaming-response/streaming-response)
@@ -249,16 +251,15 @@
     (taoensso.nippy/extend-freeze)
     (taoensso.nippy/extend-thaw)]}
 
+  ;; TODO (Cam 8/22/25) -- what's the point of marking stuff deprecated if we don't have Kondo enforce it? We should
+  ;; remove all of these and add individual ignores as needed.
   :deprecated-var
   {:exclude
-   {metabase.cmd.core/dump                                                       {:namespaces ["metabase\\.cmd-test" "metabase-enterprise\\.serialization\\.cmd-test"]}
-    metabase.cmd.core/load                                                       {:namespaces ["metabase\\.cmd-test" "metabase-enterprise\\.serialization\\.cmd-test"]}
-    metabase.driver.sql-jdbc.execute.old-impl/set-timezone-sql                   {:namespaces ["metabase\\.driver.*"]}
-    metabase.driver.sql-jdbc.execute/set-time-zone-if-supported!                 {:namespaces ["metabase\\.driver.*"]}
-    metabase.driver/current-db-time                                              {:namespaces ["metabase.*"]}
-    metabase.driver/supports?                                                    {:namespaces ["metabase.*"]}
-    metabase.query-processor.middleware.resolve-joins/maybe-resolve-source-table {:namespaces ["metabase.*"]}
-    metabase.query-processor.util/normalize-token                                {:namespaces ["metabase.*"]}}}
+   {metabase.driver.sql-jdbc.execute.old-impl/set-timezone-sql   {:namespaces ["metabase\\.driver.*"]}
+    metabase.driver.sql-jdbc.execute/set-time-zone-if-supported! {:namespaces ["metabase\\.driver.*"]}
+    metabase.driver/current-db-time                              {:namespaces ["metabase.*"]}
+    metabase.driver/supports?                                    {:namespaces ["metabase.*"]}
+    metabase.query-processor.util/normalize-token                {:namespaces ["metabase.*"]}}}
 
   :discouraged-var
   {clojure.core/print                                 {:message "Use metabase.util.log instead of clojure.core/print"}
@@ -273,6 +274,7 @@
    clojure.java.jdbc/with-db-connection               {:message "Use sql-jdbc.execute/do-with-connection-with-options (for drivers) or t2/with-connection (for the app DB) instead of jdbc/with-db-connection"}
    clojure.java.jdbc/with-db-metadata                 {:message "Use sql-jdbc.execute/do-with-connection-with-options + .getMetaData instead of jdbc/with-db-metadata"}
    clojure.pprint/pprint                              {:message "Use metabase.util.log instead of clojure.pprint/pprint"}
+   clojure.pprint/print-table                         {:message "Use metabase.util.log instead of printing directly to the console"}
    clojure.string/lower-case                          {:message "Use metabase.util/lower-case-en instead of clojure.string/lower-case"}
    clojure.string/upper-case                          {:message "Use metabase.util/upper-case-en instead of clojure.string/upper-case"}
    compojure.core/context                             {:message "Use metabase.api.util.handlers/route-map-handler instead of compojure.core/context, it is much faster and supports OpenAPI spec generation"}
@@ -291,6 +293,8 @@
    me.flowthing.pp/pprint                             {:message "Use metabase.util.log instead of me.flowthing.pp/pprint"}
    medley.core/random-uuid                            {:message "Use clojure.core/random-uuid instead of medley.core/random-uuid"}
    metabase.driver/database-supports?                 {:message "Use metabase.driver.util/supports? instead of metabase.driver/database-supports?"}
+   metabase.lib.convert/->legacy-MBQL                 {:message "Conversion to legacy MBQL is discouraged, please use Lib to manipulate MBQL queries"}
+   metabase.lib.core/->legacy-MBQL                    {:message "Conversion to legacy MBQL is discouraged, please use Lib to manipulate MBQL queries"}
    metabase.lib.equality/find-column-indexes-for-refs {:message "Use lib.equality/closest-matches-in-metadata or lib.equality/find-closest-matches-for-refs instead of lib.equality/find-column-indexes-for-refs"}
    next.jdbc/active-tx?                               {:message "Use metabase.app-db.core/in-transaction? to see if we are in a transaction"}
    toucan2.core/debug                                 {:message "Don't commit code using t2/debug"}
@@ -299,6 +303,7 @@
   :discouraged-namespace
   {camel-snake-kebab.core {:message "CSK is not Turkish-safe, use the versions in metabase.util instead."}
    cheshire.core          {:message "Use metabase.util.json instead of cheshire.core directly."}
+   clj-time.core          {:message "Use java-time.api or metabase.util.date-2 instead of clj-time"}
    clojure.tools.logging  {:message "Use metabase.util.log instead of clojure.tools.logging directly"}
    grouper.core           {:message "Use metabase.util.grouper instead of grouper.core"}
    honeysql.core          {:message "Use Honey SQL 2. Honey SQL 1 is removed as a dependency in Metabase 49+."}
@@ -407,10 +412,16 @@
   clojure.test.check.clojure-test/defspec                                               clojure.test/deftest
   clojure.test.check.properties/for-all                                                 clojure.core/let
   clojurewerkz.quartzite.jobs/defjob                                                    clojure.core/defn
+  com.climate.claypoole/with-shutdown!                                                  clojure.core/let
   instaparse.core/defparser                                                             clojure.core/def
+  metabase-enterprise.action-v2.test-util/with-test-tables!                             clojure.core/let
+  metabase-enterprise.content-translation.routes-test/with-new-secret-key!              clojure.core/fn
   metabase-enterprise.serialization.test-util/with-dbs                                  clojure.core/fn
   metabase-enterprise.serialization.test-util/with-random-dump-dir                      clojure.core/let
-metabase-enterprise.content-translation.routes-test/with-new-secret-key!                clojure.core/fn
+  metabase-enterprise.transforms.api-test/with-transform-tags                           clojure.core/let
+  metabase-enterprise.transforms.api-test/with-worker-runs                              clojure.core/let
+  metabase-enterprise.transforms.test-util/with-transform-cleanup!                      clojure.core/let
+  metabase-enterprise.transforms.execute/with-transform-lifecycle                       clojure.core/let
   metabase.actions.test-util/with-actions                                               clojure.core/let
   metabase.api.common/let-404                                                           clojure.core/let
   metabase.app-db.custom-migrations.util/with-temp-scheduler!                           clojure.core/fn
@@ -469,6 +480,7 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
   metabase.test/with-temp-file                                                          clojure.core/let
   metabase.test/with-user-in-groups                                                     clojure.core/let
   metabase.upload.impl-test/with-upload-table!                                          clojure.core/let
+  metabase.util/for-map                                                                 clojure.core/for
   metabase.util.files/with-open-path-to-resource                                        clojure.core/let
   metabase.util.malli.defn/defn                                                         schema.core/defn
   metabase.util.malli.defn/defn-                                                        schema.core/defn
@@ -478,8 +490,9 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
   metabase.util.malli/defn-                                                             schema.core/defn
   metabase.util.malli/fn                                                                schema.core/fn
   metabase.util.namespaces/import-fns                                                   potemkin/import-vars
+  metabase.util.performance/doseq                                                       clojure.core/doseq
+  metabase.util.performance/for                                                         clojure.core/for
   metabase.util/with-timer-ms                                                           clojure.core/fn
-  metabase.xrays.domain-entities.malli/defn                                             schema.core/defn
   metabuild-common.core/with-open-jar-file-system                                       clojure.core/let
   metabuild-common.files/with-open-jar-file-system                                      clojure.core/let
   monger.operators/defoperator                                                          clojure.core/def
@@ -501,6 +514,7 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    clojure.core/ns                                                                                                           hooks.clojure.core.ns/lint-ns
    clojure.core/require                                                                                                      hooks.clojure.core.require/lint-require
    clojure.core/requiring-resolve                                                                                            hooks.clojure.core.require/lint-requiring-resolve
+   clojure.core/-                                                                                                            hooks.metabase.util.timing/discourage-millis-duration
    clojure.test/deftest                                                                                                      hooks.clojure.test/deftest
    clojure.test/is                                                                                                           hooks.clojure.test/is
    clojure.test/use-fixtures                                                                                                 hooks.clojure.test/use-fixtures
@@ -508,7 +522,10 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    metabase-enterprise.advanced-permissions.models.permissions.application-permissions-test/with-new-group-and-current-graph hooks.common/with-two-top-level-bindings
    metabase-enterprise.audit-app.pages-test/with-temp-objects                                                                hooks.common/with-one-binding
    metabase-enterprise.cache.config-test/with-temp-persist-models                                                            hooks.common/with-seven-bindings
+   metabase-enterprise.metabot-v3.tools.dependencies-test/with-dependent-transforms!                                         hooks.common/with-two-bindings
+   metabase-enterprise.semantic-search.db.connection/with-migrate-tx                                                         hooks.common/let-one-with-optional-value
    metabase-enterprise.serialization.test-util/with-temp-dpc                                                                 hooks.toucan2.tools.with-temp/with-temp
+   metabase-enterprise.transforms-python.drivers-test/with-test-table                                                        hooks.common/with-two-bindings
    metabase.api.common.internal-test/with-jetty-server                                                                       hooks.common/with-one-binding
    metabase.api.macros/defendpoint                                                                                           hooks.metabase.api.macros/defendpoint
    metabase.app-db.schema-migrations-test.impl/test-migrations                                                               hooks.metabase.app-db.schema-migrations-test.impl/test-migrations
@@ -539,6 +556,7 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    metabase.lib.schema.mbql-clause/define-tuple-mbql-clause                                                                  hooks.metabase.lib.schema.mbql-clause/define-mbql-clause
    metabase.lib.test-util.macros/$ids                                                                                        hooks.metabase.test.data/$ids
    metabase.lib.test-util.macros/mbql-query                                                                                  hooks.metabase.test.data/mbql-query
+   metabase.lib.test-util.macros/mbql-5-query                                                                                hooks.metabase.test.data/mbql-query
    metabase.lib.test-util.macros/with-testing-against-standard-queries                                                       hooks.metabase.lib.test-util.macros/with-testing-against-standard-queries
    metabase.model-persistence.api-test/with-persistence-setup!                                                               hooks.common/with-one-top-level-binding
    metabase.model-persistence.api-test/with-setup!                                                                           hooks.common/with-one-top-level-binding
@@ -559,8 +577,8 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    metabase.pulse.models.pulse-test/with-pulse-in-collection!                                                                hooks.common/with-four-bindings
    metabase.pulse.test-util/checkins-query-card                                                                              hooks.metabase.test.data/$ids
    metabase.queries.api.card-test/with-card-param-values-fixtures                                                            hooks.common/let-one-with-optional-value
-   metabase.queries.api.card-test/with-temp-native-card!                                                                     hooks.common/with-two-bindings
-   metabase.queries.api.card-test/with-temp-native-card-with-params!                                                         hooks.common/with-two-bindings
+   metabase.queries.api.card-test/with-temp-native-card                                                                      hooks.common/with-two-bindings
+   metabase.queries.api.card-test/with-temp-native-card-with-params                                                          hooks.common/with-two-bindings
    metabase.query-processor-test.expressions-test/calculate-bird-scarcity                                                    hooks.metabase.query-processor-test.expressions-test/calculate-bird-scarcity
    metabase.query-processor-test.filter-test/count-with-filter-clause                                                        hooks.metabase.test.data/$ids
    metabase.query-processor.middleware.cache-test/with-mock-cache!                                                           hooks.common/with-two-bindings
@@ -610,10 +628,11 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    metabase.test/with-non-admin-groups-no-root-collection-perms                                                              hooks.common/do*
    metabase.test/with-persistence-enabled!                                                                                   hooks.metabase.model-persistence.test-util/with-persistence-enabled!
    metabase.test/with-prometheus-system!                                                                                     hooks.common/with-two-bindings
+   metabase.test/with-random-premium-token!                                                                                  hooks.common/with-one-binding
    metabase.test/with-temp                                                                                                   hooks.toucan2.tools.with-temp/with-temp
    metabase.test/with-temp-file                                                                                              hooks.metabase.test.util/with-temp-file
    metabase.test/with-temporary-setting-values                                                                               hooks.metabase.test.util/with-temporary-setting-values
-   metabase.users.api-test/with-temp-user-email!                                                                              hooks.common/with-one-binding
+   metabase.users.api-test/with-temp-user-email!                                                                             hooks.common/with-one-binding
    metabase.util.i18n/deferred-trs                                                                                           hooks.metabase.util.i18n/deferred-trs
    metabase.util.i18n/deferred-tru                                                                                           hooks.metabase.util.i18n/deferred-tru
    metabase.util.i18n/trs                                                                                                    hooks.metabase.util.i18n/trs
@@ -638,6 +657,7 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
 
   :macroexpand
   {clojurewerkz.quartzite.jobs/build                                                       macros.quartz/build-job
+   clojurewerkz.quartzite.schedule.calendar-interval/build                                 macros.quartz/build-job
    clojurewerkz.quartzite.schedule.cron/schedule                                           macros.quartz/schedule
    clojurewerkz.quartzite.schedule.simple/schedule                                         macros.quartz/simple-schedule
    clojurewerkz.quartzite.triggers/build                                                   macros.quartz/build-trigger
@@ -672,7 +692,6 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    metabase.test/with-temporary-raw-setting-values                                         macros.metabase.test.util/with-temporary-raw-setting-values
    metabase.users.models.user-test/with-groups!                                            macros.metabase.users.models.user-test/with-groups!
    metabase.util.namespaces/import-fn                                                      macros.metabase.util.namespaces/import-fn
-   metabase.xrays.domain-entities.malli/define-getters-and-setters                         macros.metabase.xrays.domain-entities.malli/define-getters-and-setters
    metabase.xrays.related-test/with-world                                                  macros.metabase.xrays.related-test/with-world}}
 
  :config-in-comment
@@ -700,18 +719,30 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    :name    metabase-lib}
   {:pattern "^metabase\\.lib\\..*"
    :name    metabase-lib-excluding-legacy-mbql}
+  {:pattern "^metabase\\.legacy-mbql\\..*"
+   :name    legacy-mbql-namespaces}
   ;;
-  ;; QP source namespaces: `metabase.query-processor.*`, `metabase-enterprise.sandbox.query-processor.*`, and
-  ;; `metabase.driver.*`, excluding `-test` namespaces.
+  ;; QP and driver source namespaces: `metabase.query-processor.*`, `metabase-enterprise.sandbox.query-processor.*`,
+  ;; and `metabase.driver.*`, excluding `-test` namespaces.
   ;;
   {:pattern "metabase(?:(?:(?:-enterprise\\.sandbox)?\\.query-processor\\.)|(?:\\.driver\\.)).*(?<!-test)$"
    :name    qp-and-driver-source-namespaces}
   ;;
-  ;; driver namespaces
+  ;; QP source namespaces
   ;;
-  {:pattern "metabase\\.driver.*$"
+  {:pattern "metabase(?:(?:-enterprise\\.sandbox)?\\.query-processor\\.).*(?<!-test)$"
+   :name    qp-source-namespaces}
+  ;;
+  ;; driver namespaces, including tests
+  ;;
+  {:pattern "metabase\\.driver(?:-api)?.*$"
    :name    driver-namespaces}
   ;;
+  ;; Perf-sensitive namespaces are currently the union of metabase.lib.*, driver namespaces, and QP (without tests).
+  ;;
+  {:pattern "^(?!.*-test(?:\\..*)?$)(?!.*test-util)(?!^metabase\\.test.*)^metabase\\.(lib|driver|legacy-mbql|query-processor).*"
+   :name    performance-sensitive}
+  ;;
   ;; general QP tests are ones that run across multiple drivers. Anything `metabase.query-processor*-test`,
   ;; `metabase.driver.sql*-test` (excluding SQLServer and SQLite), or
   ;; `metabase-enterprise.sandbox.query-processor*-test`
@@ -725,9 +756,13 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
    {:inline-def                              {:level :off}
     :missing-docstring                       {:level :off}
     :private-call                            {:level :off}
-    :discouraged-var                         {metabase.driver/database-supports? {:level :off}}
     :metabase/defsetting-must-specify-export {:level :off}
-    :metabase/defsetting-namespace           {:level :off}}
+    :metabase/defsetting-namespace           {:level :off}
+
+    :discouraged-var
+    {metabase.driver/database-supports? {:level :off}
+     metabase.lib.convert/->legacy-MBQL {:level :off}
+     metabase.lib.core/->legacy-MBQL    {:level :off}}}
 
    :hooks
    {:analyze-call
@@ -739,9 +774,21 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
   {:linters
    {:metabase/validate-escaped-single-quotes-in-i18n {:level :warning}
     :metabase/validate-string-or-str-args-to-i18n {:level :warning}
+    :metabase/discourage-millis-duration {:level :warning}
+
     :discouraged-var
     {clojure.core/with-redefs {:message "Don't use with-redefs outside of tests"}
-     clojure.core/eval        {:message "Don't use eval outside of tests"}}}}
+     clojure.core/eval        {:message "Don't use eval outside of tests"}}
+
+    :discouraged-namespace
+    {metabase.legacy-mbql.jvm-util       {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.legacy-mbql.normalize      {:message "Avoid legacy MBQL normalization, use MBQL 5 + lib/normalize instead"}
+     metabase.legacy-mbql.predicates     {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.legacy-mbql.schema         {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.schema.helpers {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.schema.macros  {:message "Avoid the legacy MBQL schema, use MBQL 5 + lib.schema instead"}
+     metabase.legacy-mbql.util           {:message "Avoid legacy MBQL utils, use Lib instead"}
+     metabase.query-processor.store      {:message "Please do not use the QP Store outside of legacy QP or driver code. Use MBQL 5/Lib or lib.metadata.jvm/applicaton-database-metadata-provider instead."}}}}
 
   printable-namespaces
   {:linters
@@ -753,7 +800,7 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
                              clojure.string/lower-case {:level :off}
                              clojure.string/upper-case {:level :off}}}}
 
-  ;; enable all the extra linters we haven't enabled in the core app yet in MLv2. It's all new code so we can adhere
+  ;; enable all the extra linters we haven't enabled in the core app yet in Lib. It's all new code so we can adhere
   ;; to the new stricter rules from day 1
   metabase-lib
   {:linters
@@ -766,45 +813,130 @@ metabase-enterprise.content-translation.routes-test/with-new-secret-key!
     ;; eventually we should do this for the whole codebase, but the args are in the opposite order so switching them
     ;; all at once isn't trivial, at least we can stop using it in new code.
     :discouraged-var
-    {medley.core/map-keys    {:message "Use clojure.core/update-keys"}
-     medley.core/map-vals    {:message "Use clojure.core/update-vals"}
-     metabase.test/with-temp {:message "Don't use application database inside MLv2 code"}}
+    {medley.core/map-keys               {:message "Use metabase.util.performance/update-keys"}
+     medley.core/map-vals               {:message "Use clojure.core/update-vals"}
+     metabase.lib.convert/->legacy-MBQL {:level :off}
+     metabase.lib.core/->legacy-MBQL    {:level :off}
+     metabase.test/with-temp            {:message "Don't use application database inside Lib code"}}
 
     :discouraged-namespace
-    {metabase.driver            {:message "MLv2 code should be independent of driver code/methods"}
-     metabase.test              {:message "MLv2 tests should only use MLv2 test helpers"}
-     metabase.test.data         {:message "MLv2 tests should only use MLv2 test helpers"}
-     metabase.util.malli.schema {:message "Prefer metabase.lib.schema schemas in MLv2 code"}
-     toucan.db                  {:message "Don't use application database inside MLv2 code"}
-     toucan.models              {:message "Don't use application database inside MLv2 code"}
-     toucan.util.test           {:message "Don't use application database inside MLv2 code"}
-     toucan2.core               {:message "Don't use application database inside MLv2 code"}}}}
+    {metabase.driver            {:message "Lib code should be independent of driver code/methods"}
+     metabase.test              {:message "Lib tests should only use Lib test helpers"}
+     metabase.test.data         {:message "Lib tests should only use Lib test helpers"}
+     metabase.util.malli.schema {:message "Prefer metabase.lib.schema schemas in Lib code"}
+     toucan.db                  {:message "Don't use application database inside Lib code"}
+     toucan.models              {:message "Don't use application database inside Lib code"}
+     toucan.util.test           {:message "Don't use application database inside Lib code"}
+     toucan2.core               {:message "Don't use application database inside Lib code"}}}}
 
   metabase-lib-excluding-legacy-mbql
+  {}
+
+  legacy-mbql-namespaces
   {:linters
-   {:discouraged-var
-    {metabase.legacy-mbql.util/unique-name-generator {:message "Use metabase.lib.util/unique-name-generator or non-truncating-unique-name-generator"}}}}
+   {:discouraged-namespace
+    {metabase.legacy-mbql.jvm-util       {:level :off}
+     metabase.legacy-mbql.normalize      {:level :off}
+     metabase.legacy-mbql.predicates     {:level :off}
+     metabase.legacy-mbql.schema         {:level :off}
+     metabase.legacy-mbql.schema.helpers {:level :off}
+     metabase.legacy-mbql.schema.macros  {:level :off}
+     metabase.legacy-mbql.util           {:level :off}
+     metabase.query-processor.store      {:level :off}}
+
+    ;; the `metabase.legacy-mbql` stuff is all deprecated, so we don't need to warn inside the module about other stuff
+    ;; in the module being marked deprecated or discouraged.
+    :deprecated-namespace {:level :off}
+    :deprecated-var       {:level :off}}}
 
   driver-namespaces
   {:linters
    {:discouraged-var
-    {metabase.driver/database-supports? {:level :off}}}}
+    {metabase.driver/database-supports? {:level :off}}
+
+    ;; don't warn about the legacy MBQL namespaces being deprecated or discouraged in driver code now, we don't have a
+    ;; real alternative YET so it's not a helpful warning.
+    :discouraged-namespace
+    {metabase.legacy-mbql.jvm-util       {:level :off}
+     metabase.legacy-mbql.normalize      {:level :off}
+     metabase.legacy-mbql.predicates     {:level :off}
+     metabase.legacy-mbql.schema         {:level :off}
+     metabase.legacy-mbql.schema.helpers {:level :off}
+     metabase.legacy-mbql.schema.macros  {:level :off}
+     metabase.legacy-mbql.util           {:level :off}
+     metabase.query-processor.store      {:level :off}}
+
+    :deprecated-namespace
+    {:exclude
+     [metabase.driver.common.parameters
+      metabase.driver.common.parameters.dates
+      metabase.driver.common.parameters.operators
+      metabase.driver.common.parameters.parse
+      metabase.driver.common.parameters.values
+      metabase.legacy-mbql.jvm-util
+      metabase.legacy-mbql.normalize
+      metabase.legacy-mbql.predicates
+      metabase.legacy-mbql.schema
+      metabase.legacy-mbql.schema.helpers
+      metabase.legacy-mbql.schema.macros
+      metabase.legacy-mbql.util
+      metabase.query-processor.store]}
+
+    :deprecated-var
+    {:exclude
+     {metabase.legacy-mbql.schema.helpers/is-clause?   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.schema.helpers/mbql-clause? {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/query->source-table-id {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/aggregation-at-index   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/assoc-field-options    {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/expression-with-name   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/field-options          {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/negate-filter-clause   {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/normalize-token        {:namespaces ["metabase\\.driver.*"]}
+      metabase.legacy-mbql.util/update-field-options   {:namespaces ["metabase\\.driver.*"]}}}}}
+
+  performance-sensitive
+  {:linters
+   {:discouraged-var
+    {clojure.core/every?          {:message "Use metabase.util.performance/every?"}
+     clojure.core/mapv            {:message "Use metabase.util.performance/mapv"}
+     clojure.core/run!            {:message "Use metabase.util.performance/run!"}
+     clojure.core/select-keys     {:message "Use metabase.util.performance/select-keys"}
+     clojure.core/some            {:message "Use metabase.util.performance/some"}
+     clojure.core/update-keys     {:message "Use metabase.util.performance/update-keys"}
+     clojure.walk/keywordize-keys {:message "Use metabase.util.performance/keywordize-keys"}
+     clojure.walk/postwalk        {:message "Use metabase.util.performance/postwalk"}
+     clojure.walk/prewalk         {:message "Use metabase.util.performance/prewalk"}
+     clojure.walk/walk            {:message "Use metabase.util.performance/walk"}}}}
 
   qp-and-driver-source-namespaces
   {:linters
    {:discouraged-namespace
-    {metabase.util.malli.schema {:message "Prefer metabase.lib.schema or metabase.legacy-mbql.schema schemas in QP/driver code"}
-     toucan.db                  {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan.models              {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan.util.test           {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     toucan2.core               {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}}
+    {metabase.query-processor.store {:level :off}
+     metabase.util.malli.schema     {:message "Prefer metabase.lib.schema or metabase.legacy-mbql.schema schemas in QP/driver code"}
+     toucan.db                      {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan.models                  {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan.util.test               {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     toucan2.core                   {:message "Don't use application database directly in QP code; use the MetadataProvider"}}
 
     :discouraged-var
-    {medley.core/map-keys                 {:message "Use clojure.core/update-keys"}
+    {medley.core/map-keys                 {:message "Use metabase.util.performance/update-keys"}
      medley.core/map-vals                 {:message "Use clojure.core/update-vals"}
-     metabase.app-db.core/query           {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}
-     metabase.app-db.core/reducible-query {:message "Don't use application database directly in QP code; use QP Store/metadata provider"}}}}
+     metabase.app-db.core/query           {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     metabase.app-db.core/reducible-query {:message "Don't use application database directly in QP code; use the MetadataProvider"}
+     metabase.lib.convert/->legacy-MBQL   {:level :off}
+     metabase.lib.core/->legacy-MBQL      {:level :off}}}}
+
+  qp-source-namespaces
+  {}
 
   general-qp-and-driver-test-namespaces
   {:linters
-   {:metabase/disallow-hardcoded-driver-names-in-tests {:level :warning}}}}}
+   {:discouraged-var
+    {metabase.test/with-column-remappings      {:message "Use lib.tu/remap-metadata-provider instead of with-column-remappings in QP tests"}
+     metabase.test.util/with-column-remappings {:message "Use lib.tu/remap-metadata-provider instead of with-column-remappings in QP tests"}
+     metabase.test/with-temp                   {:message "Use lib.tu/mock-metadata-provider in QP tests. Exceptions: tests for code that doesn't use MPs or models not supported by MPs"}
+     toucan2.tools.with-temp/with-temp         {:message "Use lib.tu/mock-metadata-provider in QP tests. Exceptions: tests for code that doesn't use MPs or models not supported by MPs"}}
+
+    :metabase/disallow-hardcoded-driver-names-in-tests
+    {:level :warning}}}}}

.clj-kondo/config/test-helpers/config.edn

@@ -13,7 +13,10 @@
      toucan2.core/insert-returning-pk!
      toucan2.core/insert-returning-pks!
      clojure.core.async/<!!
+     clojure.core.async/<!
      clojure.core.async/>!!
+     clojure.core.async/>!
+     clojure.core.async/alts!
      clojure.core.async/alts!!
      clojure.core.async/close!
      clojure.core.async/poll!

.clj-kondo/macros/metabase/xrays/domain_entities/malli.clj

@@ -1,16 +0,0 @@
-(ns macros.metabase.xrays.domain-entities.malli)
-
-(defmacro define-getters-and-setters [schema & defs]
-  `(do
-     (comment ~schema) ;; Reference the schema
-     ~@(for [[sym _path] (partition 2 defs)]
-         `(do
-            (defn ~(vary-meta sym
-                              assoc :export true)
-              "docs" [_x#] nil)
-            (defn ~(vary-meta (symbol (str "with-" (name sym)))
-                              assoc :export true)
-              "docs" [x# _new#] x#)
-            (defn ~(vary-meta (symbol (str (name sym) "-js"))
-                              assoc :export true)
-              "docs" [x#] x#)))))

.clj-kondo/src/hooks/clojure/core/require.clj

@@ -52,7 +52,13 @@
 
 (defn- lint-require* [node current-ns config]
   (let [[_require & args]   (:children node)
-        required-namespaces (keep unwrap-require args)]
+        required-namespaces (->> (keep unwrap-require args)
+                                 ;; `require` runs through `cc/load-libs` which allows
+                                 ;; #{:as :reload :reload-all :require :use :verbose :refer :as-alias}
+                                 ;; as args. If you use a REPL tool that applies clj-kondo linting (e.g., Clojure MCP)
+                                 ;; you may wish to `:reload` or `:reload-all` a namespace. So we shouldn't assume all
+                                 ;; args are keywords:
+                                 (remove keyword?))]
     (lint* node current-ns config required-namespaces)))
 
 (defn- lint-requiring-resolve* [node current-ns config]

.clj-kondo/src/hooks/metabase/test/util.clj

@@ -1,6 +1,6 @@
 (ns hooks.metabase.test.util
-  (:require [clj-kondo.hooks-api :as hooks]
-            [hooks.common :as common]))
+  (:require
+   [clj-kondo.hooks-api :as hooks]))
 
 (defn- namespaced-symbol-node? [node]
   (when (hooks/token-node? node)

.clj-kondo/src/hooks/metabase/util/timing.clj

@@ -0,0 +1,16 @@
+(ns hooks.metabase.util.timing
+  "Custom CLJ Kondo hooks for timing-related linting rules."
+  (:require [clj-kondo.hooks-api :as api]))
+
+(defn discourage-millis-duration
+  "Discourage slow and unreliable duration calculations using System/currentTimeMillis "
+  [{:keys [node]}]
+  (let [sexpr (api/sexpr node)]
+    (when (and (list? sexpr) (= (first sexpr) '-) (>= (count sexpr) 2))
+      (let [first-arg (second sexpr)]
+        (when (= first-arg (list 'System/currentTimeMillis))
+          (api/reg-finding!
+           (assoc (meta node)
+                  :message "Avoid System/currentTimeMillis for calculating durations. Use u/start-timer and u/since-ms for more reliability."
+                  :type :metabase/discourage-millis-duration
+                  :level :warning)))))))

.cljfmt.edn

@@ -152,6 +152,7 @@
   metabase.lib.join/with-join-alias                                                      [[:default]]
   metabase.lib.join/with-join-conditions                                                 [[:default]]
   metabase.lib.test-util.macros/$ids                                                     [[:inner 0]]
+  metabase.lib.test-util.macros/mbql-5-query                                             [[:inner 0]]
   metabase.lib.test-util.macros/mbql-query                                               [[:inner 0]]
   metabase.lib.util.match/match                                                          [[:inner 0]]
   metabase.lib.util.match/match-one                                                      [[:inner 0]]
@@ -162,8 +163,8 @@
   metabase.models.interface/define-batched-hydration-method                              [[:inner 0]]
   metabase.models.interface/define-simple-hydration-method                               [[:inner 0]]
   metabase.parameters.chain-filter-test/with-clean-field-values-for-field                [[:block 1]]
-  metabase.parameters.chain-filter-test/with-fk-field-to-field-remapping                 [[:block 0]]
-  metabase.parameters.chain-filter-test/with-human-readable-values-remapping             [[:block 0]]
+  metabase.parameters.chain-filter-test/with-fk-field-to-field-remapping!                [[:block 0]]
+  metabase.parameters.chain-filter-test/with-human-readable-values-remapping!            [[:block 0]]
   metabase.permissions.core/allow-changing-all-users-group-members                       [[:block 0]]
   metabase.permissions.core/disable-perms-cache                                          [[:block 0]]
   metabase.public-sharing.api-test/with-sharing-enabled-and-temp-card-referencing        [[:block 3]]
@@ -178,8 +179,8 @@
   metabase.queries.api.card-test/with-cards-in-readable-collection                       [[:block 1]]
   metabase.queries.api.card-test/with-cards-in-writeable-collection                      [[:block 1]]
   metabase.queries.api.card-test/with-ordered-items                                      [[:inner 0]]
-  metabase.queries.api.card-test/with-temp-native-card!                                  [[:block 1]]
-  metabase.queries.api.card-test/with-temp-native-card-with-params!                      [[:block 1]]
+  metabase.queries.api.card-test/with-temp-native-card                                   [[:block 1]]
+  metabase.queries.api.card-test/with-temp-native-card-with-params                       [[:block 1]]
   metabase.query-processor-test.pipeline-queries-test/pmbql-query                        [[:block 1]]
   metabase.query-processor-test.pipeline-queries-test/run-pmbql-query                    [[:block 1]]
   metabase.query-processor.debug/debug>                                                  [[:block 0]]
@@ -231,7 +232,6 @@
   metabase.test.data/$ids                                                                [[:inner 0]]
   metabase.test.data/dataset                                                             [[:inner 0]]
   metabase.test.data/mbql-query                                                          [[:inner 0]]
-  metabase.test.data/native-query                                                        [[:block 0]]
   metabase.test.data/query                                                               [[:block 1]]
   metabase.test.data/run-mbql-query                                                      [[:inner 0]]
   metabase.test.data/with-empty-h2-app-db!                                               [[:block 0]]
@@ -252,7 +252,6 @@
   metabase.test/format-rows-by                                                           [[:default]]
   metabase.test/let-url                                                                  [[:block 1]]
   metabase.test/mbql-query                                                               [[:inner 0]]
-  metabase.test/native-query                                                             [[:block 0]]
   metabase.test/query                                                                    [[:block 1]]
   metabase.test/run-mbql-query                                                           [[:inner 0]]
   metabase.test/test-driver                                                              [[:inner 0]]
@@ -284,6 +283,7 @@
   metabase.upload.impl-test/with-upload-table!                                           [[:inner 0]]
   metabase.upload.types/with-currency                                                    [[:default]]
   metabase.upload.types/with-parens                                                      [[:default]]
+  metabase.util/for-map                                                                  [[:block 1]]
   metabase.util.async/cancelable-thread                                                  [[:block 0]]
   metabase.util.date-2/with-time-zone-same-instant                                       [[:default]]
   metabase.util.encryption-test/with-secret-key                                          [[:block 1]]

.devcontainer/Dockerfile

@@ -4,7 +4,6 @@ FROM mcr.microsoft.com/vscode/devcontainers/java:21
 
 RUN ( curl -fsSL https://deb.nodesource.com/setup_22.x | bash ) \
   && export DEBIAN_FRONTEND=noninteractive \
-  && apt-key adv --refresh-keys --keyserver keyserver.ubuntu.com \
   && apt-get update && apt-get -y install --no-install-recommends nodejs yarn rlwrap fontconfig
 
 # install Clojure

.dockerignore

@@ -1,5 +1,4 @@
 .babel_cache
-docs/*
 target/*
 .circleci
 .cpcache

.eslintrc.js

@@ -1,6 +1,8 @@
 /* eslint-disable import/no-commonjs */
 /* eslint-disable no-undef */
 
+const path = require("path");
+
 // `postcss-modules` lints css modules class names, but it currently crashes
 // eslint on vscode. If you use webstorm or want to run the lint for the cli, you
 // can use this flag to enable it. This is set to true in CI
@@ -12,6 +14,7 @@ if (shouldLintCssModules) {
 }
 
 module.exports = {
+  ignorePatterns: ["!.storybook"],
   rules: {
     strict: [2, "never"],
     "no-undef": 2,
@@ -46,6 +49,7 @@ module.exports = {
     ],
     curly: [1, "all"],
     eqeqeq: [1, "smart"],
+    "import/no-duplicates": ["warn", { considerQueryString: true }],
     "import/no-default-export": 2,
     "import/no-named-as-default": 0,
     "import/no-commonjs": 1,
@@ -132,7 +136,7 @@ module.exports = {
   },
   env: {
     browser: true,
-    es6: true,
+    es2020: true,
     commonjs: true,
     jest: true,
     "jest/globals": true,
@@ -155,6 +159,7 @@ module.exports = {
     "import/internal-regex": "^metabase/|^metabase-lib/",
     "import/resolver": {
       webpack: {
+        config: path.resolve(__dirname, "./rspack.main.config.js"),
         typescript: true,
       },
     },
@@ -175,6 +180,7 @@ module.exports = {
     {
       files: ["*.js", "*.jsx", "*.ts", "*.tsx"],
       rules: {
+        "jtag-missing-key": "error",
         "no-unconditional-metabase-links-render": "error",
         "no-color-literals": "error",
         "no-literal-metabase-strings": "error",
@@ -197,14 +203,18 @@ module.exports = {
         "frontend/src/metabase/admin/**/*",
         "frontend/src/metabase/setup/**/*",
         "enterprise/frontend/src/metabase-enterprise/whitelabel/**/*",
+        "enterprise/frontend/src/metabase-enterprise/embedding/**/*",
         "frontend/lint/**/*",
         "*.stories.*",
+        "**/.storybook/*",
         "stories-data.*",
         "e2e/**/*",
         "**/tests/*",
         "release/**/*",
-        "webpack.config.js",
         "rspack.config.js",
+        "rspack.main.config.js",
+        "rspack.embedding-sdk-package.config.js",
+        "rspack.embedding-sdk-bundle.config.js",
       ],
       rules: {
         "no-color-literals": "off",
@@ -221,8 +231,7 @@ module.exports = {
         "e2e/**/*",
         "**/tests/*",
         "release/**/*",
-        "webpack.config.js",
-        "rspack.config.js",
+        "rspack.main.config.js",
       ],
       rules: {
         "i18next/no-literal-string": "off",
@@ -333,5 +342,11 @@ module.exports = {
         "no-color-literals": "off",
       },
     },
+    {
+      files: ["frontend/build/**/*.js"],
+      rules: {
+        "import/no-commonjs": "off",
+      },
+    },
   ],
 };

.github/CODEOWNERS

@@ -1,11 +1,13 @@
 # Before changing this file, make sure you have read how we use it:
 # https://www.notion.so/metabase/Pull-Request-Code-Review-Guide-374f05df889748b69d67af753f9bc9b8?pvs=4#36550c04ceab40b5a8b8bee6264b090c
 
-enterprise/frontend/src/embedding-sdk @metabase/embedding
+enterprise/frontend/src/embedding-sdk-package @metabase/embedding
+enterprise/frontend/src/embedding-sdk-bundle @metabase/embedding
+enterprise/frontend/src/embedding-sdk-shared @metabase/embedding
 frontend/src/metabase/embedding-sdk @metabase/embedding
 frontend/src/metabase/public/containers/PublicOrEmbeddedQuestion @metabase/embedding
 frontend/src/metabase/public/containers/PublicOrEmbeddedDashboard @metabase/embedding
-frontend/src/metabase/ui @metabase/core-frontend-admin-webapp
+frontend/src/metabase/ui @metabase/core-frontend-ux-west
 # snowplow/* @metabase/data
 src/metabase/analytics/prometheus.clj @metabase/cloud-ops
 .github @metabase/devexp
@@ -20,8 +22,8 @@ docs/developers-guide # exclude from tech-writer ownership
 #
 
 # modules/drivers @metabase/drivers
-src/metabase/driver/sql_jdbc/actions.clj       @metabase/core-workflows
-test/metabase/driver/sql_jdbc/actions_test.clj @metabase/core-workflows
+src/metabase/driver/sql_jdbc/actions.clj       @metabase/core-ux-east
+test/metabase/driver/sql_jdbc/actions_test.clj @metabase/core-ux-east
 
 # enterprise/backend/src/metabase_enterprise/advanced_config @metabase/core-backend-admin-webapp
 # enterprise/backend/test/metabase_enterprise/advanced_config @metabase/core-backend-admin-webapp
@@ -53,8 +55,8 @@ test/metabase/driver/sql_jdbc/actions_test.clj @metabase/core-workflows
 # enterprise/backend/src/metabase_enterprise/core @metabase/devexp
 # enterprise/backend/test/metabase_enterprise/core @metabase/devexp
 
-# enterprise/backend/src/metabase_enterprise/dashboard_subscription_filters @metabase/core-workflows
-# enterprise/backend/test/metabase_enterprise/dashboard_subscription_filters @metabase/core-workflows
+# enterprise/backend/src/metabase_enterprise/dashboard_subscription_filters @metabase/core-ux-east
+# enterprise/backend/test/metabase_enterprise/dashboard_subscription_filters @metabase/core-ux-east
 
 # enterprise/backend/src/metabase_enterprise/enhancements @metabase/core-backend-admin-webapp
 # enterprise/backend/test/metabase_enterprise/enhancements @metabase/core-backend-admin-webapp
@@ -71,11 +73,11 @@ test/metabase/driver/sql_jdbc/actions_test.clj @metabase/core-workflows
 # enterprise/backend/src/metabase_enterprise/scim @metabase/core-backend-admin-webapp
 # enterprise/backend/test/metabase_enterprise/scim @metabase/core-backend-admin-webapp
 
-# enterprise/backend/src/metabase_enterprise/search @metabase/core-workflows
-# enterprise/backend/test/metabase_enterprise/search @metabase/core-workflows
+# enterprise/backend/src/metabase_enterprise/search ...
+# enterprise/backend/test/metabase_enterprise/search ...
 
-# enterprise/backend/src/metabase_enterprise/serialization @metabase/core-workflows
-# enterprise/backend/test/metabase_enterprise/serialization @metabase/core-workflows
+# enterprise/backend/src/metabase_enterprise/serialization @metabase/core-ux-east
+# enterprise/backend/test/metabase_enterprise/serialization @metabase/core-ux-east
 
 # enterprise/backend/src/metabase_enterprise/snippet_collections @metabase/core-backend-admin-webapp
 # enterprise/backend/test/metabase_enterprise/snippet_collections @metabase/core-backend-admin-webapp
@@ -95,8 +97,8 @@ test/metabase/driver/sql_jdbc/actions_test.clj @metabase/core-workflows
 # enterprise/backend/src/metabase_enterprise/upload_management @metabase/core-backend-admin-webapp
 # enterprise/backend/test/metabase_enterprise/upload_management @metabase/core-backend-admin-webapp
 
-src/metabase/actions @metabase/core-backend-admin-webapp
-test/metabase/actions @metabase/core-backend-admin-webapp
+src/metabase/actions @metabase/core-ux-east
+test/metabase/actions @metabase/core-ux-east
 
 # src/metabase/activity_feed @metabase/core-backend-admin-webapp
 # test/metabase/activity_feed @metabase/core-backend-admin-webapp
@@ -122,11 +124,11 @@ test/metabase/actions @metabase/core-backend-admin-webapp
 # src/metabase/cmd @metabase/devexp
 # test/metabase/cmd @metabase/devexp
 
-# src/metabase/channel @metabase/core-workflows
-# test/metabase/channel @metabase/core-workflows
+# src/metabase/channel @metabase/core-ux-east
+# test/metabase/channel @metabase/core-ux-east
 
-# src/metabase/cloud_migration @metabase/core-workflows
-# test/metabase/cloud_migration @metabase/core-workflows
+# src/metabase/cloud_migration ...
+# test/metabase/cloud_migration ...
 
 # src/metabase/cmd @metabase/devexp
 # test/metabase/cmd @metabase/devexp
@@ -158,8 +160,8 @@ test/metabase/actions @metabase/core-backend-admin-webapp
 # src/metabase/indexed_entities @metabase/core-backend-querying
 # test/metabase/indexed_entities @metabase/core-backend-querying
 
-# src/metabase/integrations @metabase/core-workflows
-# test/metabase/integrations @metabase/core-workflows
+# src/metabase/integrations ...
+# test/metabase/integrations ...
 
 # src/metabase/legacy_mbql @metabase/core-backend-querying
 # test/metabase/legacy_mbql @metabase/core-backend-querying
@@ -182,8 +184,8 @@ test/metabase/actions @metabase/core-backend-admin-webapp
 # src/metabase/moderation @metabase/core-backend-admin-webapp
 # test/metabase/moderation @metabase/core-backend-admin-webapp
 
-# src/metabase/notification @metabase/core-workflows
-# test/metabase/notification @metabase/core-workflows
+# src/metabase/notification @metabase/core-ux-east
+# test/metabase/notification @metabase/core-ux-east
 
 # src/metabase/permissions @metabase/core-backend-admin-webapp
 # test/metabase/permissions @metabase/core-backend-admin-webapp
@@ -200,8 +202,8 @@ test/metabase/actions @metabase/core-backend-admin-webapp
 # src/metabase/public_sharing @metabase/core-backend-admin-webapp
 # test/metabase/public_sharing @metabase/core-backend-admin-webapp
 
-# src/metabase/pulse @metabase/core-workflows
-# test/metabase/pulse @metabase/core-workflows
+# src/metabase/pulse @metabase/core-ux-east
+# test/metabase/pulse @metabase/core-ux-east
 
 # src/metabase/query_analysis @metabase/core-backend-querying
 # test/metabase/query_analysis @metabase/core-backend-querying
@@ -218,8 +220,8 @@ test/metabase/actions @metabase/core-backend-admin-webapp
 # src/metabase/sample_data @metabase/core-backend-admin-webapp
 # test/metabase/sample_data @metabase/core-backend-admin-webapp
 
-# src/metabase/search @metabase/core-workflows
-# test/metabase/search @metabase/core-workflows
+# src/metabase/search ...
+# test/metabase/search ...
 
 # src/metabase/segments @metabase/core-backend-querying
 # test/metabase/segments @metabase/core-backend-querying

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -63,7 +63,8 @@ body:
     attributes:
       label: Information about your Metabase installation
       description: |
-        Copy and paste the JSON from `Admin -> Troubleshooting`.
+        For versions >= 56, copy and paste the Diagnostic info from `Admin -> Tools -> Help`.
+        For versions < 56, copy and paste the Diagnostic info from `Admin -> Troubleshooting`.
         _This will be automatically formatted into code, so no need for backticks._
       placeholder: |
         {"browser-info": {

.github/PULL_REQUEST_TEMPLATE.md

@@ -3,7 +3,7 @@
 
 > **Warning**
 >
-> If that is your first contribution to Metabase, please sign the [Contributor License Agreement](https://docs.google.com/a/metabase.com/forms/d/1oV38o7b9ONFSwuzwmERRMi9SYrhYeOrkbmNaq9pOJ_E/viewform) (unless it's a tiny documentation change). Also, if you're attempting to fix a translation issue, please submit your changes to our [Crowdin project](https://crowdin.com/project/metabase-i18n) instead of opening a PR.
+> If that is your first contribution to Metabase, please sign the [Contributor License Agreement](https://docs.google.com/a/metabase.com/forms/d/1oV38o7b9ONFSwuzwmERRMi9SYrhYeOrkbmNaq9pOJ_E/viewform). Also, if you're attempting to fix a translation issue, please submit your changes to our [Crowdin project](https://crowdin.com/project/metabase-i18n) instead of opening a PR.
 
 Closes https://github.com/metabase/metabase/issues/[issue_number]
 

.github/actions/await-port/action.yml

@@ -1,4 +1,5 @@
-name: Wait for localhost port to be ready
+name: await-port
+description: Wait for localhost port to be ready
 
 inputs:
   port:

.github/actions/cleanup-python-runner/action.yml

@@ -0,0 +1,36 @@
+name: Cleanup Python Runner
+description: Cleanup python-runner services and upload logs as artifacts
+
+inputs:
+  upload-logs:
+    description: 'Whether to upload logs (typically on failure)'
+    required: false
+    default: 'false'
+  logs-artifact-suffix:
+    description: 'The unique name of the .zip artifact containing the logs'
+    required: false
+    default: ''
+
+runs:
+  using: composite
+  steps:
+    - name: Cleanup python-runner services
+      if: always()
+      run: |
+        echo "Stopping python-runner services..."
+        if [ -d "python-runner" ]; then
+          cd python-runner
+          make stop || echo "WARNING: Failed to stop python runner"
+        fi
+      shell: bash
+
+    - name: Upload python-runner logs
+      if: ${{inputs.upload-logs == 'true' && inputs.logs-artifact-suffix != ''}}
+      uses: actions/upload-artifact@v4
+      with:
+        name: python-runner-logs-${{inputs.logs-artifact-suffix}}
+        path: |
+          python-runner.out.log
+          python-runner.err.log
+        retention-days: 1
+        if-no-files-found: warn

.github/actions/create-backport/action.yml

@@ -74,7 +74,7 @@ runs:
 
         git push -u origin ${BACKPORT_BRANCH}
 
-        BACKPORT_PR_URL=$(gh pr create --base "${TARGET_BRANCH}" --head "${BACKPORT_BRANCH}" --label "was-backported" --assignee "${GITHUB_ACTOR}" --title "🤖 backported \"${ORIGINAL_TITLE}\"" --body "${PR_BODY}")
+        BACKPORT_PR_URL=$(gh pr create --base "${TARGET_BRANCH}" --head "${BACKPORT_BRANCH}" --label "was-backported" --assignee "${{ github.event.pull_request.user.login }}" --title "🤖 backported \"${ORIGINAL_TITLE}\"" --body "${PR_BODY}")
         BACKPORT_PR_NUMBER=${BACKPORT_PR_URL##*/}
 
         echo "backport_pr_number=$BACKPORT_PR_NUMBER" >> $GITHUB_OUTPUT

.github/actions/cross-branch-migration-test/action.yml

@@ -17,8 +17,6 @@ runs:
 
     - name: Prepare backend environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: cross-branch-migrations
 
     - name: Run backend on base branch
       run: |

.github/actions/fetch-artifact/action.yml

@@ -5,6 +5,14 @@ inputs:
   name:
     description: The name of the artifact to fetch
     required: true
+  output-name:
+    description: Optional custom name for the output jar file (defaults to metabase.jar)
+    required: false
+    default: "metabase.jar"
+  extract-path:
+    description: Directory path where the jar should be extracted (defaults to current directory)
+    required: false
+    default: "."
 
 runs:
   using: "composite"
@@ -25,7 +33,7 @@ runs:
           });
 
           if (!artifacts.data?.artifacts?.[0]?.id) {
-            throw new Error(`No artifacts found for ${{ inputs.commit }}`);
+            throw new Error(`No artifacts found for ${{ inputs.name }}`);
           }
 
           const artifact_id = artifacts.data.artifacts[0].id;
@@ -39,25 +47,59 @@ runs:
 
           fs.writeFileSync(`${process.env.GITHUB_WORKSPACE}/mb.zip`, Buffer.from(download.data));
 
-    - name: unzip uberjar artifact
-      shell: bash
-      run: unzip mb.zip
-    - name: Move the Uberjar
+    - name: Extract and rename JAR
       shell: bash
       run: | # bash
-        if [ -e "metabase.jar" ]; then
-          echo "metabase.jar is already in the right place"
-        elif [ -e "target/uberjar/metabase.jar" ]; then
-            echo "moving metabase.jar to current directory"
-          mv target/uberjar/metabase.jar metabase.jar
+        OUTPUT_NAME="${{ inputs.output-name }}"
+        EXTRACT_PATH="${{ inputs.extract-path }}"
+
+        # Create a temporary directory for extraction to avoid conflicts
+        TEMP_DIR=$(mktemp -d)
+
+        # Extract to temporary directory
+        unzip mb.zip -d "$TEMP_DIR"
+
+        # Create target directory
+        mkdir -p "$EXTRACT_PATH"
+
+        # Find the jar and move all files from its directory
+        if [ -e "$TEMP_DIR/metabase.jar" ]; then
+          # Move all files to extract path
+          mv "$TEMP_DIR"/* "$EXTRACT_PATH/" 2>/dev/null || true
+          # Rename the jar to custom name if different
+          if [ "$OUTPUT_NAME" != "metabase.jar" ]; then
+            mv "$EXTRACT_PATH/metabase.jar" "$EXTRACT_PATH/$OUTPUT_NAME"
+          fi
+        elif [ -e "$TEMP_DIR/target/uberjar/metabase.jar" ]; then
+          # Move all files from uberjar directory to extract path
+          mv "$TEMP_DIR/target/uberjar"/* "$EXTRACT_PATH/" 2>/dev/null || true
+          # Rename the jar to custom name if different
+          if [ "$OUTPUT_NAME" != "metabase.jar" ]; then
+            mv "$EXTRACT_PATH/metabase.jar" "$EXTRACT_PATH/$OUTPUT_NAME"
+          fi
         else
-          echo "Could not find the metabase.jar file"
+          echo "Could not find metabase.jar in extracted files"
           exit 1
         fi
 
+        # Clean up temporary directory
+        rm -rf "$TEMP_DIR"
+
+        # Set the JAR_PATH environment variable
+        if [ "$EXTRACT_PATH" == "." ]; then
+          echo "JAR_PATH=$OUTPUT_NAME" >> $GITHUB_ENV
+        else
+          echo "JAR_PATH=$EXTRACT_PATH/$OUTPUT_NAME" >> $GITHUB_ENV
+        fi
+
     - name: Verify that this is a valid JAR file
       shell: bash
-      run: file --mime-type ./metabase.jar
+      run: |
+        echo "Verifying JAR at: $JAR_PATH"
+        file --mime-type "$JAR_PATH"
+
     - name: Reveal its version.properties
       shell: bash
-      run: jar xf metabase.jar version.properties && cat version.properties
+      run: |
+        echo "Extracting version.properties from: $JAR_PATH"
+        jar xf "$JAR_PATH" version.properties && cat version.properties

.github/actions/get-cache-keys/action.yml

@@ -0,0 +1,27 @@
+name: Get cache keys
+description: |
+  Get deterministic cache keys for Maven and Node.js caches based on the centrally controlled cache prefix,
+  and the suffix based on the runner OS and the current week of the year.
+
+outputs:
+  m2-cache-key:
+    description: "The cache key for the Maven cache."
+    value: ${{ steps.keys-factory.outputs.m2-cache-key }}
+  node-cache-key:
+    description: "The cache key for the Node.js cache."
+    value: ${{ steps.keys-factory.outputs.node-cache-key }}
+
+runs:
+  using: "composite"
+  steps:
+    - name: Generate and output cache keys
+      id: keys-factory
+      run: |
+        M2_CACHE_PREFIX='M2'
+        NODE_CACHE_PREFIX='node-modules'
+        WEEK_OF_YEAR=$(/bin/date "+%G-%V")
+        CACHE_SUFFIX="${{ runner.os }}-$WEEK_OF_YEAR"
+
+        echo "m2-cache-key=$M2_CACHE_PREFIX-$CACHE_SUFFIX" >> $GITHUB_OUTPUT
+        echo "node-cache-key=$NODE_CACHE_PREFIX-$CACHE_SUFFIX" >> $GITHUB_OUTPUT
+      shell: bash

.github/actions/get-docker-info/action.yml

@@ -0,0 +1,74 @@
+name: Get Docker Info
+description: Determines Docker repository and tag based on branch and edition
+
+inputs:
+  branch:
+    description: Branch name (defaults to current branch)
+    required: false
+    default: ${{ github.head_ref || github.ref_name }}
+  edition:
+    description: Edition (ee or oss)
+    required: false
+    default: ee
+  owner:
+    description: Repository owner (defaults to current repo owner)
+    required: false
+    default: ${{ github.repository_owner }}
+
+outputs:
+  repo:
+    description: Docker repository name
+    value: ${{ steps.docker-info.outputs.repo }}
+  tag:
+    description: Docker tag
+    value: ${{ steps.docker-info.outputs.tag }}
+  full_image:
+    description: Full Docker image name (repo:tag)
+    value: ${{ steps.docker-info.outputs.full_image }}
+  editions:
+    description: JSON array of editions to build
+    value: ${{ steps.docker-info.outputs.editions }}
+
+runs:
+  using: "composite"
+  steps:
+    - name: Determine Docker info
+      id: docker-info
+      uses: actions/github-script@v7
+      with:
+        script: | # js
+          const branch = '${{ inputs.branch }}';
+          const edition = '${{ inputs.edition }}';
+          const owner = '${{ inputs.owner }}';
+
+          console.log(`Determining Docker info for branch: ${branch}, edition: ${edition}`);
+
+          let repo, tag, editions;
+
+          if (branch === 'master') {
+            // Master builds both editions with specific repos
+            editions = ['ee', 'oss'];
+            tag = 'latest';
+
+            if (edition === 'ee') {
+              repo = `${owner}/metabase-enterprise-head`;
+            } else {
+              repo = `${owner}/metabase-head`;
+            }
+          } else {
+            // All other branches only build EE to metabase-dev
+            editions = ['ee'];
+            tag = branch.replaceAll('/', '-'); // slashes make docker sad
+            repo = `${owner}/metabase-dev`;
+          }
+
+          const fullImage = `${repo}:${tag}`;
+
+          // Set outputs
+          core.setOutput('repo', repo);
+          core.setOutput('tag', tag);
+          core.setOutput('full_image', fullImage);
+          core.setOutput('editions', JSON.stringify(editions));
+
+          console.log(`Docker image: ${fullImage}`);
+          console.log(`Editions: ${JSON.stringify(editions)}`);

.github/actions/prepare-backend/action.yml

@@ -1,4 +1,7 @@
 name: Prepare back-end environment
+description: |
+  Prepare the backend. Installs jdk, Clojure, and fetches the cache for m2.
+  The CI config fetches `ci-test-config.json` from master and lets us ignore tests at the var level if they are flaking.
 inputs:
   java-version:
     required: true
@@ -6,10 +9,6 @@ inputs:
   clojure-version:
     required: true
     default: '1.12.0.1488'
-  m2-cache-key:
-    description: 'Key to cache M2 packages from Maven Central'
-    required: true
-    default: 'm2'
 
 runs:
   using: "composite"
@@ -21,20 +20,24 @@ runs:
         distribution: 'temurin'
     - name: Install Clojure CLI
       shell: bash
+      continue-on-error: true
       run: |
         curl -O https://download.clojure.org/install/linux-install-${{ inputs.clojure-version }}.sh &&
         sudo bash ./linux-install-${{ inputs.clojure-version }}.sh
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
+
+    - name: Fetch CI config
       shell: bash
-    - name: Get M2 cache
-      uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
+      run: |
+        curl -o ci-test-config.json https://raw.githubusercontent.com/metabase/metabase/refs/heads/master/ci-test-config.json
+
+    - name: Get M2 cache key
+      uses: ./.github/actions/get-cache-keys
+      id: get-cache-keys
+
+    - name: Restore M2 cache
+      uses: actions/cache/restore@v4
       with:
         path: |
           ~/.m2
           ~/.gitlibs
-        key: ${{ runner.os }}-${{ inputs.m2-cache-key }}-${{ hashFiles('**/deps.edn') }}
-        restore-keys: |
-          ${{ runner.os }}-${{ inputs.m2-cache-key }}-
+        key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}

.github/actions/prepare-cypress/action.yml

@@ -22,16 +22,16 @@ runs:
         chrome-version: 1097615
       id: setup-chrome
 
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
+    - name: Get current week of year
+      id: get-date
+      run: |
+        echo "week-of-year=$(/bin/date "+%G-%V")" >> $GITHUB_OUTPUT
       shell: bash
     - name: Get Cypress cache
       uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
       with:
         path: ~/.cache/Cypress
-        key: ${{ runner.os }}-Cypress-${{ hashFiles('**/yarn.lock') }}
+        key: ${{ runner.os }}-Cypress-${{ steps.get-date.outputs.week-of-year }}
     - name: Ensure that Cypress executable is ready
       run: |
         yarn cypress install

.github/actions/prepare-frontend/action.yml

@@ -3,6 +3,10 @@ inputs:
   node-version:
     description: "The version of Node.js to use, overriding .nvmrc"
     required: false
+  apply-patches:
+    description: "Whether to patch frontend dependencies with patch-package."
+    required: true
+    default: 'true'
 runs:
   using: "composite"
   steps:
@@ -12,26 +16,32 @@ runs:
         node-version: ${{ inputs.node-version }} # this overrides, if present
         node-version-file: ".nvmrc"
 
-    - name: Check to see if dependencies should be cached
-      if: ${{ contains(github.event.head_commit.message, '[ci nocache]') }}
-      run: |
-        echo "Commit message includes [ci nocache]; dependencies will NOT be cached"
-        yarn cache clean
-      shell: bash
-    - name: Get M2 cache
-      uses: actions/cache@v4
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
-      with:
-        path: ~/.m2
-        key: ${{ runner.os }}-cljs-${{ hashFiles('**/shadow-cljs.edn') }}
+    - name: Get cache keys
+      uses: ./.github/actions/get-cache-keys
+      id: get-cache-keys
 
-    - name: Get node_modules cache
-      uses: actions/cache@v4
+    - name: Restore M2 cache
+      uses: actions/cache/restore@v4
+      with:
+        path: |
+          ~/.m2
+          ~/.gitlibs
+        key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}
+
+    - name: Restore node_modules cache
+      uses: actions/cache/restore@v4
       id: node-modules-cache
-      if: ${{ !contains(github.event.head_commit.message, '[ci nocache]') }}
       with:
         path: node_modules
-        key: ${{ runner.os }}-node-modules-${{ hashFiles('**/yarn.lock', '**/patches/*.patch') }}
+        key: ${{ steps.get-cache-keys.outputs.node-cache-key }}
 
-    - run: yarn install --frozen-lockfile --prefer-offline
+    # postinstall lifecycle hook can be dangerous in CI so we only run it locally (see package.json)
+    # If a job wants to patch packages, it does so explicitly in the CI. This setting is opt-out.
+    # For example, we never want to cache node_modules with patches already applied so cache-generator.yml skips that step.
+    - name: Clean install
+      run: yarn install --frozen-lockfile --prefer-offline
+      shell: bash
+    - name: Patch frontend dependencies
+      if: inputs.apply-patches == 'true'
+      run: yarn patch-package
       shell: bash

.github/actions/run-embedding-sdk-storybook/action.yml

@@ -7,8 +7,6 @@ runs:
 
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: "cljs"
 
     - name: Compile CLJS
       run: yarn build-pure:cljs

.github/actions/setup-python-runner/action.yml

@@ -0,0 +1,14 @@
+name: Setup Python Runner
+description: Setup python-runner for tests
+inputs:
+  metabase-automation-token:
+    description: Token for accessing the python-runner repository
+    required: true
+runs:
+  using: composite
+  steps:
+    - name: Setup python-runner
+      run: ./.github/scripts/setup-python-runner.sh
+      shell: bash
+      env:
+        METABASE_AUTOMATION_USER_TOKEN: ${{ inputs.metabase-automation-token }}

.github/actions/test-driver/action.yml

@@ -1,4 +1,5 @@
 name: Test database driver
+description: Test database driver
 inputs:
   junit-name:
     required: true
@@ -14,8 +15,6 @@ runs:
   steps:
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: driver
     - name: Prepare front-end environment
       uses: ./.github/actions/prepare-frontend
       if: ${{ inputs.build-static-viz == 'true' }}
@@ -39,7 +38,7 @@ runs:
         list-tests: failed
         fail-on-error: false
     - name: Upload Logs on Failure
-      if: failure()
+      if: always() && !success()
       uses: actions/upload-artifact@v4
       with:
         name: test-logs-${{ github.job }}

.github/actions/update-cache/action.yml

@@ -0,0 +1,41 @@
+name: Update cache
+description: |
+  Update a GitHub Actions cache based on a provided path and key.
+  If a cache entry already exists for the given key, it is first removed.
+  This ensures immutability of cache entries, and prevents runtime errors.
+
+inputs:
+  path:
+    description: "The path(s) to cache, separated by newlines."
+    required: true
+  key:
+    description: "The cache key to use."
+    required: true
+
+runs:
+  using: "composite"
+  steps:
+    - name: Check if the cache entry exists
+      id: cache-lookup
+      uses: actions/cache/restore@v4
+      with:
+        path: ${{ inputs.path }}
+        key: ${{ inputs.key }}
+        lookup-only: true # Important bit: the action will not fetch anything, just check for the cache existence.
+    - name: Delete the cache entry if it exists
+      if: ${{ steps.cache-lookup.outputs.cache-hit == 'true' }}
+      run: |
+        echo "Cache entry found for key '${{ inputs.key }}'. Deleting it to ensure immutability."
+        gh api \
+          --method DELETE \
+          -H "Accept: application/vnd.github+json" \
+          -H "X-GitHub-Api-Version: 2022-11-28" \
+          /repos/${{ github.repository }}/actions/caches?key=${{ inputs.key }}
+      env:
+        GH_TOKEN: ${{ github.token }}
+      shell: bash
+    - name: Save the new cache entry
+      uses: actions/cache/save@v4
+      with:
+        path: ${{ inputs.path }}
+        key: ${{ inputs.key }}

.github/actions/upgrade-backend-deps/action.yml

@@ -11,4 +11,7 @@ runs:
       env:
         GITHUB_TOKEN: ${{ inputs.github-token }}
       shell: bash
-      run: bash ${{ github.action_path }}/upgrade-deps.sh
+      run: |
+        git config --global user.email "github-automation@metabase.com"
+        git config --global user.name "Metabase Automation"
+        bash ${{ github.action_path }}/upgrade-deps.sh

.github/actions/upgrade-backend-deps/upgrade-deps.sh

@@ -59,6 +59,11 @@ for upgrade in $UPGRADES; do
 
     # Commit the dependency update, and link to the diff
     git add deps.edn modules
+
+    # Use an email and name that will pass the CLA check:
+    git config --global user.email "github-automation@metabase.com"
+    git config --global user.name "Metabase Automation"
+
     git commit -m ${TITLE} -m ${BODY} --no-verify
     git push -u origin $BRANCH_NAME
 

.github/actions/upload-test-results/action.yml

@@ -55,4 +55,3 @@ runs:
         variant: ${{ inputs.variant || inputs.output-name }}
         org-slug: metabase
         token: ${{ inputs.trunk-api-token }}
-      continue-on-error: true

.github/copilot-instructions.md

@@ -0,0 +1,52 @@
+# Metabase Developer Assistant Instructions
+
+## Frontend Development
+
+### Repository Structure
+
+```
+frontend/src/
+├── metabase/           # Main application components and pages
+├── metabase-lib/       # Query building and data modeling utilities
+├── metabase-types/     # TypeScript type definitions
+└── metabase/ui/        # Design system components
+
+e2e/                    # Cypress end-to-end tests
+frontend/test/          # Jest unit tests
+```
+
+### Technology Stack
+
+- **Framework**: React 18 with TypeScript
+- **State**: Redux Toolkit
+- **Styling**: CSS Modules (preferred) > Emotion styled-components
+- **UI**: `metabase/ui` components built with Mantine v8
+- **Build**: Rspack (primary), Webpack (legacy)
+- **Testing**: Jest + React Testing Library, Cypress
+
+### Coding Standards
+
+#### Component Preferences
+
+- Prefer `metabase/ui`components over `metabase/common/components`
+- Use `.tsx` for components, `.ts` for utilities
+
+#### Styling
+
+ALWAYS prefer Mantine style props,then CSS modules. DO NOT suggest styled components, they are deprecated.
+
+#### TypeScript Migration
+
+When heavily editing `.js`/`.jsx` files, create a separate PR to convert to TypeScript first, then implement changes.
+
+#### Enterprise Features
+
+Enterprise functionality MUST use the plugin system. It is very important to not expose enterprise code in the OSS version.
+
+#### Testing Requirements
+
+All PRs should include tests. Prefer Unit tests over E2E tests.
+
+#### Localization
+
+All user-facing strings MUST be localized using the ttag library. Localized strings should be complete phrases, do not concatenate a few separately localized strings. You should add context to strings where the meaning of the string might not be obvious in isolation: e.g. "Home" might have different words in some languages depending on whether you're talking about a dwelling or the landing page for a website.

.github/file-paths.yaml

@@ -29,9 +29,10 @@ frontend_configs: &frontend_configs
   - ".eslintrc.js"
   - "postcss.config.js"
   - "rspack.config.js"
-  - "webpack.config.js"
-  - "webpack.embedding-sdk.config.js"
-  - "webpack.static-viz.config.js"
+  - "rspack.main.config.js"
+  - "rspack.embedding-sdk-package.config.js"
+  - "rspack.embedding-sdk-bundle.config.js"
+  - "rspack.static-viz.config.js"
   - ".nvmrc"
 
 frontend_sources: &frontend_sources
@@ -40,10 +41,17 @@ frontend_sources: &frontend_sources
   - "enterprise/frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
   - "frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
 
+frontend_embedding_sources:
+  - "enterprise/frontend/src/{embedding,embedding-*}/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
+  - "enterprise/frontend/src/metabase-enterprise/{embedding,embedding-*}**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
+
 frontend_embedding_sdk_sources:
   - *frontend_configs
   - "enterprise/frontend/!(test)**/**/{!(*.spec),}.{js,jsx,ts,tsx,css}"
 
+frontend_embedding_sdk_package_sources:
+  - "enterprise/frontend/src/embedding-sdk-package/**/!(*.spec).{js,jsx,ts,tsx,css}"
+
 frontend_specs: &frontend_specs
   - *shared_specs
   - "frontend/test/**"
@@ -132,20 +140,22 @@ e2e_embedding_sdk_compatibility:
   - *default
   - *frontend_embedding_sdk_ci
   - *frontend_sources
+  - *backend_sources
   - "e2e/embedding-sdk-host-apps/**"
   - "e2e/runner/embedding-sdk/**"
   - "e2e/test-host-app/**/*.cy.*.{js,ts}"
 
+snowplow: &snowplow
+  - ".github/workflows/snowplow.yml"
+  - "snowplow/**"
+
 e2e_all:
   - *default
   - *e2e_ci
   - *sources
   - *e2e_specs
   - "e2e/**"
-
-snowplow:
-  - ".github/workflows/snowplow.yml"
-  - "snowplow/**"
+  - *snowplow
 
 documentation:
   - "docs/**"

.github/scripts/average-e2e-timings.js

@@ -0,0 +1,171 @@
+const fs = require("fs");
+const path = require("path");
+const { execSync } = require("child_process");
+
+const collectAndAverageTimings = async ({
+  github,
+  context,
+  daysBack = 7,
+  existingTimingsPath = "e2e/support/timings.json",
+}) => {
+  try {
+    const artifacts = await findMergedTimingArtifacts({
+      github,
+      context,
+      daysBack,
+    });
+
+    if (artifacts.length === 0) {
+      throw new Error("No timing artifacts found in the specified time range");
+    }
+
+    const timingData = await downloadAndExtractArtifacts(
+      artifacts,
+      github,
+      context,
+    );
+
+    if (timingData.length === 0) {
+      throw new Error("No valid timing data extracted from artifacts");
+    }
+
+    const averagedTimings = averageTimings(timingData);
+    averagedTimings.durations.sort((a, b) => a.spec.localeCompare(b.spec));
+
+    fs.writeFileSync(
+      existingTimingsPath,
+      JSON.stringify(averagedTimings, null, 2),
+    );
+    console.log(`✅ Updated ${existingTimingsPath} with new timing data`);
+
+    return { artifactCount: timingData.length };
+  } catch (error) {
+    console.error("❌ Error in collectAndAverageTimings:", error.message);
+    throw error;
+  }
+};
+
+const findMergedTimingArtifacts = async ({ github, context, daysBack }) => {
+  const cutoffDate = new Date();
+  cutoffDate.setDate(cutoffDate.getDate() - daysBack);
+
+  console.log(
+    `Searching for merged timing artifacts created after ${cutoffDate.toISOString()}`,
+  );
+
+  const artifacts = [];
+  let page = 1;
+
+  while (true) {
+    try {
+      const { data } = await github.rest.actions.listArtifactsForRepo({
+        owner: context.repo.owner,
+        repo: context.repo.repo,
+        name: "merged-e2e-timings",
+        per_page: 100,
+        page,
+      });
+
+      const validArtifacts = data.artifacts
+        .filter((a) => new Date(a.created_at) > cutoffDate && !a.expired)
+        .map(({ name, created_at, id }) => ({ name, created_at, id }));
+      artifacts.push(...validArtifacts);
+
+      if (
+        data.artifacts.some((a) => new Date(a.created_at) <= cutoffDate) ||
+        data.artifacts.length < 100
+      ) {
+        break;
+      }
+      page++;
+    } catch (error) {
+      console.log(
+        `Error fetching artifacts page ${page - 1}: ${error.message}`,
+      );
+      break;
+    }
+  }
+
+  console.log(`Found ${artifacts.length} merged timing artifacts total`);
+  return artifacts;
+};
+
+const downloadAndExtractArtifacts = async (artifacts, github, context) => {
+  const tempDir = "timing-artifacts-temp";
+  fs.mkdirSync(tempDir, { recursive: true });
+
+  const timingData = [];
+
+  for (const artifact of artifacts) {
+    try {
+      console.log(`Downloading artifact: ${artifact.name}`);
+
+      const zipPath = path.join(tempDir, `${artifact.name}.zip`);
+      const extractPath = path.join(tempDir, artifact.name);
+
+      const { data } = await github.rest.actions.downloadArtifact({
+        owner: context.repo.owner,
+        repo: context.repo.repo,
+        artifact_id: artifact.id,
+        archive_format: "zip",
+      });
+
+      fs.writeFileSync(zipPath, Buffer.from(data));
+      fs.mkdirSync(extractPath, { recursive: true });
+      execSync(`unzip -q "${zipPath}" -d "${extractPath}"`);
+
+      const timingFilePath = path.join(extractPath, "runTimings.json");
+
+      if (fs.existsSync(timingFilePath)) {
+        const content = JSON.parse(fs.readFileSync(timingFilePath, "utf8"));
+
+        if (content.durations?.length) {
+          timingData.push(content);
+          console.log(
+            `✅ Extracted timing data from ${artifact.name} (${content.durations.length} specs)`,
+          );
+        } else {
+          console.log(`⚠ Invalid timing data structure in ${artifact.name}`);
+        }
+      } else {
+        console.log(`⚠ No timing data found in ${artifact.name}`);
+      }
+
+      fs.rmSync(extractPath, { recursive: true });
+    } catch (error) {
+      console.log(`❌ Error processing ${artifact.name}: ${error.message}`);
+    }
+  }
+
+  fs.rmSync(tempDir, { recursive: true });
+
+  console.log(
+    `Successfully extracted timing data from ${timingData.length}/${artifacts.length} artifacts`,
+  );
+  return timingData;
+};
+
+const averageTimings = (timingDataArray) => {
+  if (!timingDataArray.length) {
+    throw new Error("No timing data to process");
+  }
+
+  const specTimings = timingDataArray
+    .flatMap((data) => data.durations)
+    .filter((item) => item.spec && typeof item.duration === "number")
+    .reduce((acc, { spec, duration }) => {
+      (acc[spec] = acc[spec] || []).push(duration);
+      return acc;
+    }, {});
+
+  const durations = Object.entries(specTimings).map(([spec, durations]) => ({
+    spec,
+    duration: Math.round(
+      durations.reduce((sum, d) => sum + d, 0) / durations.length,
+    ),
+  }));
+
+  return { durations };
+};
+
+module.exports = { collectAndAverageTimings, averageTimings };

.github/scripts/average-e2e-timings.unit.spec.js

@@ -0,0 +1,132 @@
+const { averageTimings } = require("./average-e2e-timings");
+
+describe("averageTimings", () => {
+  it("should throw error when given empty array", () => {
+    expect(() => averageTimings([])).toThrow("No timing data to process");
+  });
+
+  it("should work for n=1", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+  });
+
+  it("should calculate average for multiple specs", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 2000 },
+          { spec: "test2.cy.js", duration: 4000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1500,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 3000,
+    });
+  });
+
+  it("should round averages to nearest integer", () => {
+    const input = [
+      {
+        durations: [{ spec: "test1.cy.js", duration: 1001 }],
+      },
+      {
+        durations: [{ spec: "test1.cy.js", duration: 1002 }],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations[0].duration).toBe(1002);
+  });
+
+  it("should ignore invalid entries", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: "invalid" },
+          { duration: 2000 }, // missing spec
+          { spec: "test3.cy.js", duration: 3000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(2);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 3000,
+    });
+  });
+
+  it("should handle merging different specs", () => {
+    const input = [
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 1000 },
+          { spec: "test2.cy.js", duration: 2000 },
+        ],
+      },
+      {
+        durations: [
+          { spec: "test1.cy.js", duration: 3000 },
+          { spec: "test3.cy.js", duration: 1000 },
+        ],
+      },
+    ];
+
+    const result = averageTimings(input);
+
+    expect(result.durations).toHaveLength(3);
+    expect(result.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 2000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 1000,
+    });
+  });
+});

.github/scripts/build-e2e-matrix.js

@@ -18,6 +18,7 @@ const specialTestConfigs = [
     specs: DEFAULT_SPEC_PATTERN,
   },
   { name: "mongo", tags: "@mongo", specs: DEFAULT_SPEC_PATTERN },
+  { name: "python", tags: "@python", specs: DEFAULT_SPEC_PATTERN },
 ];
 
 /**

.github/scripts/build-e2e-matrix.unit.spec.js

@@ -11,7 +11,7 @@ describe("buildMatrix", () => {
   it("should calculate correct regular chunks with default parameters", () => {
     const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 30);
 
-    expect(result.regularChunks).toBe(27);
+    expect(result.regularChunks).toBe(26);
   });
 
   it("should create correct number of configuration objects", () => {
@@ -21,10 +21,10 @@ describe("buildMatrix", () => {
   });
 
   it("should apply default specs path when empty entry is provided", () => {
-    const result = testBuildMatrix("", 5);
+    const result = testBuildMatrix("", 6);
 
     expect(result.regularChunks).toBe(2);
-    expect(result.config.length).toBe(5);
+    expect(result.config.length).toBe(6);
   });
 
   it("should name regular test groups sequentially", () => {
@@ -39,13 +39,14 @@ describe("buildMatrix", () => {
   });
 
   it("should handle case when input chunks equals special tests count", () => {
-    const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 3);
+    const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 4);
 
     expect(result.regularChunks).toBe(0);
-    expect(result.config.length).toBe(3);
+    expect(result.config.length).toBe(4);
     expect(result.config[0].name).toBe("embedding-sdk");
     expect(result.config[1].name).toBe("oss-subset");
     expect(result.config[2].name).toBe("mongo");
+    expect(result.config[3].name).toBe("python");
   });
 
   it("should correctly calculate regularChunks for non-default spec pattern", () => {
@@ -83,9 +84,10 @@ describe("buildMatrix", () => {
   it("should return special test configs when default spec pattern is provided", () => {
     const result = testBuildMatrix("./e2e/test/scenarios/**/*.cy.spec.*", 50);
 
-    expect(result.config[47].name).toBe("embedding-sdk");
-    expect(result.config[48].name).toBe("oss-subset");
-    expect(result.config[49].name).toBe("mongo");
+    expect(result.config[46].name).toBe("embedding-sdk");
+    expect(result.config[47].name).toBe("oss-subset");
+    expect(result.config[48].name).toBe("mongo");
+    expect(result.config[49].name).toBe("python");
   });
 
   it("should not return special test configs when non-default spec pattern is provided", () => {

.github/scripts/conventional-commit-pr-title-reminder/utils.js

@@ -1,24 +1,66 @@
-exports.updateComment = updateComment;
+const TYPES = new Set([
+  "feat",
+  "fix",
+  "perf",
+  "docs",
+  "style",
+  "refactor",
+  "test",
+  "build",
+  "ci",
+]);
+
+/**
+ * @param title {string}
+ */
+function isConventionalTitle(title) {
+  const match = /^(?<type>\w+)\((?<rawScopes>[^)]+)\):/.exec(title);
+
+  if (!match) {
+    return false;
+  }
+
+  const [, type, rawScopes] = match;
+  const scopes = rawScopes
+    .split(",")
+    .map((scope) => scope.trim())
+    .filter(Boolean);
+
+  return TYPES.has(type) && scopes.length > 0;
+}
 
 /** @param {import('@types/github-script').AsyncFunctionArguments} AsyncFunctionArguments */
-async function updateComment({ github, context }) {
+async function updateCommentForEmbedding({ github, context }) {
   const githubUsername = context.payload.sender.login;
-  const comment = `${CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER}
-@${githubUsername} You have modified embedding SDK code. Please make sure the PR title follows [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) style.
-Here are all the supported types that will be shown in the changelog:
+
+  const comment = `${CONVENTIONAL_COMMENT_IDENTIFIER}
+@${githubUsername} You have modified embedding code. Please make sure the PR title follows [Conventional Commits](https://www.conventionalcommits.org/en/v1.0.0/) style.
+Here are all the supported types:
 - \`feat\`
 - \`fix\`
 - \`perf\`
+- \`docs\`
+- \`style\`
+- \`refactor\`
+- \`test\`
+- \`build\`
+- \`ci\`
 
-These types \`docs\`, \`style\`, \`refactor\`, \`test\`, \`build\`, and \`ci\` are also encouraged for non-changelog related tasks.
-
-Please also make sure to include \`sdk\` scope, otherwise, the changelog will not include this task.
+Please also make sure to include a scope.
 
 For example, these are valid PR titles:
-- \`feat(sdk): Add interactive dashboard component\`
-- \`feat(sdk): Support theming pie chart\`
-- \`fix(sdk): Fix static dashboard crash\``;
+- \`feat(sdk-bundle): Add interactive dashboard component\`
+- \`fix(sdk-package): Fixed MetabaseProviderPropsStore logic\`
+- \`fix(sdk-package, embed-js): Fix API\``;
 
+  return updateComment(comment, { github, context });
+}
+
+/**
+ * @param comment {string}
+ * @param {import('@types/github-script').AsyncFunctionArguments} AsyncFunctionArguments
+ */
+async function updateComment(comment, { github, context }) {
   const owner = context.repo.owner;
   const repo = context.repo.repo;
   const pullRequestNumber = context.issue.number;
@@ -49,20 +91,19 @@ For example, these are valid PR titles:
   }
 }
 
-const CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER =
-  "<!---conventional commit reminder comment ID-->";
+const CONVENTIONAL_COMMENT_IDENTIFIER =
+  "<!---conventional comment identifier-->";
+
 /**
- * @typedef Comment
- * @property {string} body
- *
- * @param {Comment[]} comments
+ * @param comments {{body: string}[]}
  */
 function getExistingConventionalCommitReminderComment(comments) {
   for (const comment of comments) {
-    if (
-      comment.body.startsWith(CONVENTIONAL_COMMIT_REMINDER_COMMENT_IDENTIFIER)
-    ) {
+    if (comment.body.startsWith(CONVENTIONAL_COMMENT_IDENTIFIER)) {
       return comment;
     }
   }
 }
+
+exports.isConventionalTitle = isConventionalTitle;
+exports.updateCommentForEmbedding = updateCommentForEmbedding;

.github/scripts/conventional-commit-pr-title-reminder/utils.unit.spec.js

@@ -0,0 +1,45 @@
+const { isConventionalTitle } = require("./utils");
+
+describe("isConventionalTitle", () => {
+  it("returns true for a simple conventional commit", () => {
+    expect(isConventionalTitle("feat: add new feature")).toBe(false);
+  });
+
+  it("returns true for a commit with a scope", () => {
+    expect(isConventionalTitle("fix(api): correct API bug")).toBe(true);
+  });
+
+  it("returns true for a commit with multiple scopes, comma separated", () => {
+    expect(isConventionalTitle("feat(build,deps): update dependencies")).toBe(
+      true,
+    );
+  });
+
+  it("returns true for a commit with multiple scopes, comma separated with space", () => {
+    expect(isConventionalTitle("feat(build, deps): update dependencies")).toBe(
+      true,
+    );
+  });
+
+  it("returns false for a commit with round brackets in a message", () => {
+    expect(isConventionalTitle("feat: (something) update dependencies")).toBe(
+      false,
+    );
+  });
+
+  it("returns false for missing colon", () => {
+    expect(isConventionalTitle("feat add feature")).toBe(false);
+  });
+
+  it("returns false for invalid type", () => {
+    expect(isConventionalTitle("invalidType: some message")).toBe(false);
+  });
+
+  it("returns false for empty message", () => {
+    expect(isConventionalTitle("feat:")).toBe(false);
+  });
+
+  it("returns false for empty input", () => {
+    expect(isConventionalTitle("")).toBe(false);
+  });
+});

.github/scripts/extract-changed-timings.js

@@ -0,0 +1,39 @@
+const extractChangedTimings = ({ oldTimings, newTimings }) => {
+  const oldTimingMap =
+    oldTimings.durations?.reduce((map, item) => {
+      if (item.spec) {
+        map[item.spec] = item.duration;
+      }
+      return map;
+    }, {}) || {};
+
+  const changedDurations = newTimings.durations
+    .filter((item) => {
+      if (!item || !item.spec || typeof item.duration !== "number") {
+        return false;
+      }
+      const newSpec = convertPathFormat(item.spec);
+      const oldDuration = oldTimingMap[newSpec] || oldTimingMap[item.spec];
+      // Include if it's a new spec or the duration has changed
+      return oldDuration === undefined || oldDuration !== item.duration;
+    })
+    .map((item) => ({
+      spec: convertPathFormat(item.spec),
+      duration: item.duration,
+    }));
+
+  return {
+    changedTimings: { durations: changedDurations },
+    hasChanges: changedDurations.length > 0,
+  };
+};
+
+// Convert cypress-split path format to timings.json path format
+// from "e2e/test/scenarios/..." to "../test/scenarios/..."
+function convertPathFormat(specPath) {
+  return specPath.startsWith("e2e/test/")
+    ? specPath.replace("e2e/test/", "../test/")
+    : specPath;
+}
+
+module.exports = { extractChangedTimings };

.github/scripts/extract-changed-timings.unit.spec.js

@@ -0,0 +1,195 @@
+const { extractChangedTimings } = require("./extract-changed-timings");
+
+describe("extractChangedTimings", () => {
+  it("should return empty durations when no changes", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(0);
+    expect(result.hasChanges).toBe(false);
+  });
+
+  it("should detect new specs", () => {
+    const oldTimings = {
+      durations: [{ spec: "test1.cy.js", duration: 1000 }],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should detect duration changes", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2200 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test2.cy.js",
+      duration: 2200,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle missing old timings", () => {
+    const oldTimings = { durations: [] };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    // All timings should be considered "changed" since old timings is empty
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 1000,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test2.cy.js",
+      duration: 2000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle invalid timing entries", () => {
+    const oldTimings = {
+      durations: [{ spec: "test1.cy.js", duration: 1000 }],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: "invalid" },
+        { duration: 2000 }, // missing spec
+        { spec: "test3.cy.js", duration: 3000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    // Only test3.cy.js should be included (new spec with valid data)
+    expect(result.changedTimings.durations).toHaveLength(1);
+    expect(result.changedTimings.durations[0]).toEqual({
+      spec: "test3.cy.js",
+      duration: 3000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should handle timing data with different specs", () => {
+    const oldTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 1000 },
+        { spec: "test2.cy.js", duration: 2000 },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        { spec: "test1.cy.js", duration: 3000 },
+        { spec: "test3.cy.js", duration: 1000 },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test1.cy.js",
+      duration: 3000,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "test3.cy.js",
+      duration: 1000,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+
+  it("should convert cypress-split paths to relative paths", () => {
+    const oldTimings = {
+      durations: [
+        {
+          spec: "../test/scenarios/dashboard/dashboard.cy.spec.js",
+          duration: 1000,
+        },
+        {
+          spec: "../test/scenarios/admin/databases.cy.spec.js",
+          duration: 2000,
+        },
+      ],
+    };
+
+    const newTimings = {
+      durations: [
+        {
+          spec: "e2e/test/scenarios/dashboard/dashboard.cy.spec.js",
+          duration: 1200,
+        },
+        {
+          spec: "e2e/test/scenarios/admin/databases.cy.spec.js",
+          duration: 2000,
+        },
+        {
+          spec: "e2e/test/scenarios/collections/collections.cy.spec.js",
+          duration: 1500,
+        },
+      ],
+    };
+
+    const result = extractChangedTimings({ oldTimings, newTimings });
+
+    expect(result.changedTimings.durations).toHaveLength(2);
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "../test/scenarios/dashboard/dashboard.cy.spec.js",
+      duration: 1200,
+    });
+    expect(result.changedTimings.durations).toContainEqual({
+      spec: "../test/scenarios/collections/collections.cy.spec.js",
+      duration: 1500,
+    });
+    expect(result.hasChanges).toBe(true);
+  });
+});

.github/scripts/get-issue-data.js

@@ -0,0 +1,84 @@
+const githubSlackMap = require("../../release/github-slack-map.json");
+
+async function getIssueData({ context, github, manualIssueNumber }) {
+  let issueNumber;
+  let issueData;
+  let prReviews = [];
+  const triggerType = context.eventName;
+
+  if (context.eventName === "issues") {
+    issueNumber = context.payload.issue.number;
+    issueData = context.payload.issue;
+  } else if (context.eventName === "workflow_dispatch") {
+    issueNumber = parseInt(manualIssueNumber);
+    const { data } = await github.rest.issues.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      issue_number: issueNumber,
+    });
+    issueData = data;
+  } else if (context.eventName === "pull_request_review") {
+    const prNumber = context.payload.pull_request.number;
+    const { data: prData } = await github.rest.pulls.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      pull_number: prNumber,
+    });
+
+    // Extract issue number from branch name (e.g., "claude-fix/issue-12345-some-title")
+    const branchMatch = prData.head.ref.match(/claude-fix\/issue-(\d+)/);
+    if (!branchMatch) {
+      throw new Error(
+        `Could not extract issue number from branch name: ${prData.head.ref}`,
+      );
+    }
+
+    issueNumber = parseInt(branchMatch[1]);
+
+    const { data } = await github.rest.issues.get({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      issue_number: issueNumber,
+    });
+    issueData = data;
+
+    const { data: reviews } = await github.rest.pulls.listReviews({
+      owner: context.repo.owner,
+      repo: context.repo.repo,
+      pull_number: prNumber,
+    });
+
+    prReviews = reviews.filter(
+      (review) =>
+        review.state === "CHANGES_REQUESTED" &&
+        isMetabaseMember(review.user.login),
+    );
+  }
+
+  const { data: comments } = await github.rest.issues.listComments({
+    owner: context.repo.owner,
+    repo: context.repo.repo,
+    issue_number: issueNumber,
+  });
+
+  const employeeComments = comments.filter((comment) =>
+    isMetabaseMember(comment.user.login),
+  );
+
+  return {
+    issueNumber,
+    issueData,
+    employeeComments,
+    prReviews,
+    triggerType,
+    isIssueAuthorEmployee: isMetabaseMember(issueData.user.login),
+  };
+}
+
+function isMetabaseMember(username) {
+  return username in githubSlackMap;
+}
+
+module.exports = {
+  getIssueData,
+};

.github/scripts/setup-python-runner.sh

@@ -0,0 +1,30 @@
+#!/bin/bash
+set -e
+
+# Parse command line arguments
+SKIP_START=false
+
+while [[ $# -gt 0 ]]; do
+  case $1 in
+    --skip-start)
+      SKIP_START=true
+      shift
+      ;;
+    *)
+      echo "Unknown option: $1"
+      echo "Usage: $0 [--skip-start]"
+      exit 1
+      ;;
+  esac
+done
+
+echo "Cloning python-runner repository..."
+git clone --depth 1 https://${METABASE_AUTOMATION_USER_TOKEN}@github.com/metabase/python-runner-container.git python-runner
+
+if [ "$SKIP_START" = false ]; then
+  echo "Starting python-runner..."
+  cd python-runner
+  make run-ci 1> ../python-runner.out.log 2> ../python-runner.err.log
+  make logs 1>> ../python-runner.out.log 2>> ../python-runner.err.log &
+  cd ..
+fi

.github/team.json

@@ -8,22 +8,11 @@
         "romeovs",
         "bshepherdson",
         "metamben",
-        "appleby",
-        "uladzimirdev",
         "wzimrin",
         "ericnormand",
         "galdre"
       ]
     },
-    {
-      "name": "Semantic Layer",
-      "label": ".Team/SemanticLayer",
-      "members": [
-        "kamilmielnik",
-        "lbrdnk",
-        "bronsa"
-      ]
-    },
     {
       "name": "Drivers",
       "label": ".Team/Drivers",
@@ -37,48 +26,26 @@
       "label": ".Team/Embedding",
       "members": [
         "WiNloSt",
-        "oisincoveney",
         "npretto",
         "heypoom",
-        "sanex3339"
+        "sanex3339",
+        "lorem--ipsum"
       ]
     },
     {
       "name": "Workflows",
       "label": ".Team/Workflows",
       "members": [
-        "qnkhuat",
         "piranha",
         "crisptrutski",
-        "deniskaber",
-        "wotbrew",
-        "spalt08",
-        "stasgavrylov"
+        "spalt08"
       ]
     },
     {
       "name": "Admin Webapp",
       "label": ".Team/AdminWebapp",
       "members": [
-        "npfitz",
-        "johnswanson",
-        "rafpaf",
-        "iethree",
-        "nvoxland",
-        "fraserdrops",
-        "edpaget"
-      ]
-    },
-    {
-      "name": "DashViz",
-      "label": ".Team/DashViz",
-      "members": [
-        "alxnddr",
-        "kulyk",
-        "tsplude",
-        "lorem--ipsum",
-        "noahmoss",
-        "bpander"
+        "eliotmetabase"
       ]
     },
     {
@@ -86,27 +53,68 @@
       "label": ".Team/DevEx",
       "members": [
         "camsaul",
-        "escherize"
+        "dpsutton",
+        "escherize",
+        "fraserdrops",
+        "nemanjaglumac"
       ]
     },
      {
       "name": "Metabot",
       "label": ".Team/Metabot",
       "members": [
+        "appleby",
+        "noahmoss",
         "retro",
         "sloansparger",
-        "somtom"
+        "somtom",
+        "tsplude",
+        "lbrdnk"
       ]
     },
-    {
-      "name": "Product Growth",
-      "label": ".Team/ProductGrowth",
-      "members": ["nemanjaglumac", "chodorowicz"]
-    },
     {
       "name": "Cloud",
       "label": "cloud",
-      "members": []
+      "members": [
+        "filipesilva"
+      ]
+    },
+    {
+      "name": "DashViz",
+      "label": ".Team/DashViz",
+      "members": [
+        "eliotmetabase"
+      ]
+    },
+    {
+      "name": "UX West",
+      "label": ".Team/UXWest",
+      "members": [
+        "eliotmetabase",
+        "npfitz",
+        "johnswanson",
+        "iethree",
+        "nvoxland",
+        "edpaget",
+        "deniskaber",
+        "alxnddr",
+        "bpander",
+        "andsalves"
+      ]
+    },
+    {
+      "name": "Gadget",
+      "label": ".Team/Gadget",
+      "members": [
+        "nmezzopera",
+        "bronsa",
+        "wotbrew",
+        "qnkhuat",
+        "chodorowicz",
+        "kamilmielnik",
+        "stasgavrylov",
+        "uladzimirdev"
+      ]
     }
   ]
 }

.github/workflows/app-db.yml

@@ -35,21 +35,21 @@ jobs:
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
 
     services:
       mysql:
@@ -147,21 +147,21 @@ jobs:
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
 
     services:
       mysql:
@@ -255,15 +255,11 @@ jobs:
             env:
               enable-ssl-tests: 'true'
         job:
-          - name: Driver Tests
-            build-static-viz: false
-            test-args: >-
-              :only-tags [:mb/driver-tests]
           - name: Enterprise Tests
             build-static-viz: false
             test-args: >-
               :only '"enterprise/backend/test"'
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 1)
             build-static-viz: true
             test-args: >-
@@ -271,14 +267,14 @@ jobs:
               :exclude-tags [:mb/driver-tests]
               :partition/total 2
               :partition/index 0
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
           - name: EE App DB Tests (Part 2)
             build-static-viz: true
             test-args: >-
               :only '"test"'
               :partition/total 2
               :partition/index 1
-            exclude-tag: ':mb/driver-tests'
+            exclude-tag: ':mb/driver-tests :mb/transforms-python-test'
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests

.github/workflows/auto-assign.yml

@@ -23,7 +23,7 @@ jobs:
         uses: actions/github-script@v7
         with:
           github-token: ${{ steps.generate-token.outputs.token }}
-          script: |
+          script: | #js
             const fs = require('fs');
             const teamConfig = JSON.parse(fs.readFileSync('.github/team.json', 'utf-8'));
             const prAuthor = context.payload.pull_request.user.login;
@@ -65,10 +65,3 @@ jobs:
               issue_number: prNumber,
               labels: [team.label]
             });
-
-            return team.projectUrl || null;
-      - uses: actions/add-to-project@v0.5.0
-        if: ${{ steps.auto-assign.outputs.result != 'null' }}
-        with:
-          project-url: ${{ steps.auto-assign.outputs.result }}
-          github-token: ${{ steps.generate-token.outputs.token }}

.github/workflows/auto-backport.yml

@@ -6,11 +6,19 @@ on:
 
 jobs:
   create-backport:
-    if: | # the PR must be merged and have a backport label
+    if:
+      | # the PR must have a backport label when it's merged, or be labeled with a backport label after merge
       github.event.pull_request.merged == true && (
-        contains(github.event.pull_request.labels.*.name, 'backport') ||
-        contains(github.event.pull_request.labels.*.name, 'double-backport') ||
-        contains(github.event.pull_request.labels.*.name, 'triple-backport')
+        github.event.action == 'closed' && (
+          contains(github.event.pull_request.labels.*.name, 'backport') ||
+          contains(github.event.pull_request.labels.*.name, 'double-backport') ||
+          contains(github.event.pull_request.labels.*.name, 'triple-backport')
+        ) ||
+        github.event.action == 'labeled' && (
+          github.event.label.name == 'backport' ||
+          github.event.label.name == 'double-backport' ||
+          github.event.label.name == 'triple-backport'
+        )
       )
     runs-on: ubuntu-latest
     steps:

.github/workflows/backend-cloverage.yml

@@ -15,8 +15,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cloverage"
       - name: Build static viz frontend
         run: yarn build-static-viz
         env:

.github/workflows/backend.yml

@@ -21,8 +21,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'kondo'
       - name: Run clj-kondo
         run: ./bin/mage kondo
 
@@ -35,8 +33,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "eastwood"
       - run: clojure -X:dev:ee:ee-dev:drivers:drivers-dev:test:eastwood
         name: Run Eastwood linter
 
@@ -51,11 +47,13 @@ jobs:
         job:
           - name: Enterprise Tests
             edition: ee
+            test-group-name: ee
             build-static-viz: 'false'
             test-args: >-
               :only '"enterprise/backend/test"'
           - name: EE App DB Tests (Part 1)
             edition: ee
+            test-group-name: ee-app-db-1
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -63,6 +61,7 @@ jobs:
               :partition/index 0
           - name: EE App DB Tests (Part 2)
             edition: ee
+            test-group-name: ee-app-db-2
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -70,6 +69,7 @@ jobs:
               :partition/index 1
           - name: OSS App DB Tests (Part 1)
             edition: oss
+            test-group-name: oss-app-db-1
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -77,6 +77,7 @@ jobs:
               :partition/index 0
           - name: OSS App DB Tests (Part 2)
             edition: oss
+            test-group-name: oss-app-db-2
             build-static-viz: 'true'
             test-args: >-
               :only '["test" ".clj-kondo/test"]'
@@ -107,7 +108,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: be-tests
           java-version: "${{ matrix.java-version }}"
       # Depending on which files changed, we might either have to build static-viz
       # from scratch or download the previously built artifact
@@ -154,10 +154,10 @@ jobs:
           fail-on-error: false
 
       - name: Upload Logs on Failure
-        if: failure()
+        if: always() && !success()
         uses: actions/upload-artifact@v4
         with:
-          name: test-logs-${{ matrix.java-version }}-${{ matrix.job.edition }}-${{ github.job }}
+          name: test-logs-${{ matrix.java-version }}-${{ matrix.job.edition }}-${{ github.job }}-${{ matrix.job.test-group-name }}
           path: logs/test-log.json
           retention-days: 1
 
@@ -175,8 +175,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare backend
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: be-check
       # TODO -- we should probably also check WITHOUT ee -- do a check with only OSS namespaces on the classpath
       - name: Check namespaces
         run: clojure -M:ee:drivers:check
@@ -190,8 +188,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'cljfmt'
       - name: Run cljfmt
         run: ./bin/mage cljfmt-all --force-check
 

.github/workflows/block-master-source-branch-prs.yml

@@ -0,0 +1,14 @@
+name: Block Master Branch PRs
+on:
+  pull_request:
+    types: [opened, synchronize]
+
+jobs:
+  check-source-branch:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Block master branch PRs
+        if: github.head_ref == 'master'
+        run: |
+          echo "PRs from `master` branches are not allowed, please use a new branch name for your PR."
+          exit 1

.github/workflows/bugs-triage-slack-notification.yml

@@ -1,52 +0,0 @@
-name: Bugs Slack Notification
-
-on:
-  issues:
-    types:
-      - labeled
-jobs:
-  on-issue-labeled:
-    runs-on: ubuntu-22.04
-    timeout-minutes: 5
-    if: |
-      github.event.label.name == '.Needs Triage' && contains(github.event.issue.labels.*.name, 'Type:Bug')
-    steps:
-      - name: Setting title
-        uses: actions/github-script@v7
-        id: vars
-        with:
-          script: |
-            core.setOutput('issue_title', ${{ toJson(github.event.issue.title) }}.replaceAll(/"/g, '\\"'));
-      - name: Check for labels containing team name
-        id: check_labels
-        run: |
-          labels_json=$(sed 's/&/\$/g' <<< '${{ toJson(github.event.issue.labels) }}')
-          echo "has_team_label=false" >> "$GITHUB_OUTPUT"
-          for label in "$labels_json"
-          do
-            if [[ $label == *".Team"* ]]; then
-              echo "Label contains the team name."
-              echo "has_team_label=true" >> "$GITHUB_OUTPUT"
-              break
-            fi
-          done
-      - name: Send the issue ${{ github.event.issue.number }} to Slack
-        id: slack
-        if: steps.check_labels.outputs.has_team_label == 'false'
-        uses: slackapi/slack-github-action@v1.26.0
-        with:
-          payload: |
-            {
-              "blocks": [
-                {
-                  "type": "section",
-                  "text": {
-                    "type": "mrkdwn",
-                    "text": "${{ steps.vars.outputs.issue_title }}\n${{ github.event.issue.html_url }}"
-                  }
-                }
-              ]
-            }
-        env:
-          SLACK_WEBHOOK_URL: ${{ secrets.SLACK_BUG_TRIAGE_WEBHOOK_URL }}
-          SLACK_WEBHOOK_TYPE: INCOMING_WEBHOOK

.github/workflows/build-scripts.yml

@@ -16,8 +16,6 @@ jobs:
     - name: Prepare back-end environment
       timeout-minutes: 5
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'build-scripts'
 
     - name: Run build and release script tests
       run: clojure -X:dev:drivers:build:build-dev:build-test:ci

.github/workflows/cache-generator.yml

@@ -0,0 +1,99 @@
+# This workflow is the single source of truth for generating and updating various caches used by our CI pipeline.
+# It sets the fresh cache each Monday but provides a manual trigger to update it on-demand.
+#
+# All other jobs only restore from this cache; *they never update it*!
+# They should always use `actions/cache/restore@v4` because `actions/cache@v4` would attempt to save the cache.
+#
+# Our agreed-upon strategy is to use a deterministic cache key based on the week of the year.
+# Jobs can utilize the prior week's cache if the current week's cache is not found.
+#
+#
+# PRINCIPLES:
+#   - The cache is never wrong!
+#   - Caches are immutable once created.
+#   - Caches are for speeding up builds, not for correctness.
+#   - It is faster to download a large cache than to re-resolve missing dependencies.
+#
+#
+# DESIGN:
+#
+# 1. Prepare
+#     - A job first prepares the local environment (e.g., installs JDK, Clojure, Node.js, etc.)
+#     - This fetches the dependencies from the cache (if it exists) and warms up the local cache for this workflow.
+# 2. Resolve
+#     - The next step pre-resolves all dependencies, ensuring that the local cache is fully populated and up-to-date.
+# 3. Update
+#     - The final step saves the local cache back to GitHub Actions cache with a deterministic key.
+#     - If a cache entry already exists for that key, it is deleted first to ensure immutability.
+#
+name: Cache Generator
+
+on:
+  schedule:
+    - cron: '0 3 * * 1'   # Mondays at 03:00 UTC
+  workflow_dispatch:      # manually update the cache
+
+concurrency:
+  group: cache-generator
+  cancel-in-progress: true
+
+jobs:
+  get-cache-keys:
+    runs-on: ubuntu-22.04
+    steps:
+      - uses: actions/checkout@v4
+      - name: Get cache keys
+        uses: ./.github/actions/get-cache-keys
+        id: get-cache-keys
+    outputs:
+      m2-cache-key: ${{ steps.get-cache-keys.outputs.m2-cache-key }}
+      node-cache-key: ${{ steps.get-cache-keys.outputs.node-cache-key }}
+
+  generate-m2-cache:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    needs: get-cache-keys
+    env:
+      M2_CACHE_KEY: ${{ needs.get-cache-keys.outputs.m2-cache-key }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Prepare backend
+        uses: ./.github/actions/prepare-backend
+
+      # Add or remove aliases to affect the cache size and its contents.
+      # Adjust to taste, then redeploy this workflow.
+      - name: Pre-resolve dependencies
+        run: clojure -A:build:dev:ee:ee-dev:drivers:drivers-dev:cljs -P
+
+      - name: Update M2 cache
+        uses: ./.github/actions/update-cache
+        with:
+          path: |
+            ~/.m2
+            ~/.gitlibs
+          key: ${{ env.M2_CACHE_KEY }}
+
+  generate-node-modules-cache:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    needs: get-cache-keys
+    env:
+      NODE_CACHE_KEY: ${{ needs.get-cache-keys.outputs.node-cache-key }}
+    steps:
+      - uses: actions/checkout@v4
+      # `prepare-frontend` action (1) prepares Node.js and (2) fetches the node_modules cache if it exists.
+      # It then (3) runs `yarn install --frozen-lockfile --prefer-offline` which ensures the local cache is fully populated.
+      # IMPORTANT: Caching node_modules after patches are already applied will break any PR that attempts to either:
+      #   - upgrade a patched library
+      #   - change a patch
+      # Hence why we explicitly exclude patches from the cache (controlled by the `apply-patches` action input).
+      - name: Install front-end dependencies
+        uses: ./.github/actions/prepare-frontend
+        with:
+          apply-patches: 'false'
+
+      - name: Update node_modules cache
+        uses: ./.github/actions/update-cache
+        with:
+          path: node_modules
+          key: ${{ env.NODE_CACHE_KEY }}

.github/workflows/chromatic.yml

@@ -40,8 +40,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Compile CLJS
         run: NODE_ENV=development yarn build-pure:cljs
       - name: Publish to Chromatic

.github/workflows/claude-code-bug-fix.yml

@@ -0,0 +1,327 @@
+name: "Claude Code Bug Fix"
+
+on:
+  issues:
+    types:
+      - labeled
+  pull_request_review:
+    types:
+      - submitted
+  workflow_dispatch:
+    inputs:
+      issue_number:
+        description: "Issue number to fix"
+        required: true
+        type: string
+      override_employee_check:
+        description: "Override employee check for issue creator"
+        required: false
+        default: false
+        type: boolean
+
+jobs:
+  auto-fix-bug:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+    permissions:
+      contents: write
+      issues: write
+      pull-requests: write
+      id-token: write
+    if: |
+      (github.event_name == 'issues' && github.event.label.name == 'Claude Bug Fix' && github.event.issue.state == 'open') ||
+      (github.event_name == 'workflow_dispatch') ||
+      (github.event_name == 'pull_request_review' && github.event.review.state == 'changes_requested' && startsWith(github.event.pull_request.head.ref, 'claude-fix/'))
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.GITHUB_TOKEN }}
+
+      - name: Get issue data and check employee status
+        id: get_issue
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            const { getIssueData } = require('${{ github.workspace }}/.github/scripts/get-issue-data.js');
+
+            try {
+              const result = await getIssueData({
+                context,
+                github,
+                manualIssueNumber: '${{ github.event.inputs.issue_number }}'
+              });
+
+              const { issueNumber, issueData, employeeComments, prReviews, triggerType, isIssueAuthorEmployee } = result;
+
+              // Check employee status and fail if not authorized
+              if (!result.isIssueAuthorEmployee && '${{ github.event.inputs.override_employee_check }}' !== 'true') {
+                  core.setFailed(`User ${result.issueData.user.login} is not a Metabase employee. Skipping bug fix automation.`);
+              }
+
+              core.setOutput('issue_number', issueNumber);
+              core.setOutput('issue_data', JSON.stringify(issueData));
+              core.setOutput('issue_comments', JSON.stringify(employeeComments));
+              core.setOutput('pr_reviews', JSON.stringify(prReviews));
+              core.setOutput('trigger_type', triggerType);
+            } catch (error) {
+              core.setFailed(error.message);
+            }
+
+      - name: Set up git configuration
+        run: |
+          git config --global user.name "Claude Code[bot]"
+          git config --global user.email "noreply@anthropic.com"
+
+      - name: Prepare issue context and bug fix prompt
+        id: prepare_prompt
+        uses: actions/github-script@v7
+        env:
+          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
+          ISSUE_COMMENTS: ${{ steps.get_issue.outputs.issue_comments }}
+          PR_REVIEWS: ${{ steps.get_issue.outputs.pr_reviews }}
+          TRIGGER_TYPE: ${{ steps.get_issue.outputs.trigger_type }}
+        with:
+          script: |
+            const issueData = JSON.parse(process.env.ISSUE_DATA);
+            const issueComments = JSON.parse(process.env.ISSUE_COMMENTS);
+            const prReviews = JSON.parse(process.env.PR_REVIEWS);
+            const triggerType = process.env.TRIGGER_TYPE;
+            const issueNumber = '${{ steps.get_issue.outputs.issue_number }}';
+
+            // Convert issue title to kebab case and create branch name
+            const issueTitle = issueData.title || 'untitled';
+            const kebabTitle = issueTitle
+              .toLowerCase()
+              .replace(/[^a-z0-9]+/g, '-')
+              .replace(/^-+|-+$/g, '')
+              .replace(/-+/g, '-')
+              .substring(0, 50);
+            const branchName = `claude-fix/issue-${issueNumber}-${kebabTitle}`;
+
+            // Format data for bash environment
+            const formattedComments = issueComments.length > 0
+              ? issueComments.map(comment =>
+                  `**Comment by @${comment.user.login} on ${comment.created_at}:**\n${comment.body}`
+                ).join('\n\n---\n\n')
+              : '';
+            const formattedReviews = prReviews.length > 0
+              ? prReviews.map(review =>
+                  `**Review by @${review.user.login} on ${review.submitted_at} (Changes Requested):**\n${review.body || 'No review comment provided'}`
+                ).join('\n\n---\n\n')
+              : '';
+
+            core.exportVariable('BRANCH_NAME', branchName);
+            core.exportVariable('ISSUE_NUMBER', issueNumber);
+            core.exportVariable('ISSUE_TITLE', issueData.title);
+            core.exportVariable('ISSUE_AUTHOR', issueData.user.login);
+            core.exportVariable('ISSUE_CREATED', issueData.created_at);
+            core.exportVariable('ISSUE_BODY', issueData.body || 'No description provided');
+            core.exportVariable('ISSUE_COMMENTS_FORMATTED', formattedComments);
+            core.exportVariable('PR_REVIEWS_FORMATTED', formattedReviews);
+            core.exportVariable('TRIGGER_TYPE', triggerType);
+
+      - name: Generate bug fix prompt
+        run: |
+          cat << 'EOF' >> $GITHUB_ENV
+          BUG_FIX_PROMPT<<PROMPT_END
+          You are helping to fix a bug reported in GitHub issue #${{ env.ISSUE_NUMBER }}.
+
+          ## Bug Report Details
+          **Title:** ${{ env.ISSUE_TITLE }}
+          **Reporter:** ${{ env.ISSUE_AUTHOR }}
+          **Created:** ${{ env.ISSUE_CREATED }}
+
+          **Description:**
+          ${{ env.ISSUE_BODY }}
+
+          **Comments:**
+          ${{ env.ISSUE_COMMENTS_FORMATTED }}
+          EOF
+
+          # Add review feedback section only if this is a review trigger
+          if [ "${{ env.TRIGGER_TYPE }}" = "pull_request_review" ]; then
+            cat << 'EOF' >> $GITHUB_ENV
+
+          ## Previous Fix Attempt - Review Feedback (MUST ADDRESS)
+          Your previous automated fix attempt received the following feedback that needs to be addressed:
+
+          ${{ env.PR_REVIEWS_FORMATTED }}
+          EOF
+          fi
+
+          # Add the rest of the prompt (always the same)
+          cat << 'EOF' >> $GITHUB_ENV
+
+          ## Instructions
+          1. **Analyze the issue description and comments** - Understand what the issue is describing
+             a. Pay particular attention to reproduction steps and if there's an agreed upon fix.
+          2. **Search the codebase** - Use Grep and Glob tools to find relevant files
+          3. **Implement a fix** - Follow existing code patterns and conventions
+          4. **Test the fix** - Run appropriate tests using the commands in CLAUDE.md:
+             - JavaScript/TypeScript: `yarn test-unit path/to/file.unit.spec.js`
+             - Clojure: `clojure -X:dev:test :only namespace/test-name`
+             - Lint: `yarn lint-eslint-pure` for JS/TS, `./bin/mage kondo <file>` for Clojure
+          5. **Verify the fix** - Ensure tests pass and code follows conventions
+
+          ## Important Guidelines
+          - Follow the development patterns in CLAUDE.md
+          - Write failing tests first, then fix them
+          - Work in small, testable increments
+          - Don't commit changes - leave that for the workflow
+          - IMPORTANT: Focus only on fixing the reported bug, don't make unrelated changes
+
+          ## Scratchpad Directory
+          A `.claude-scratchpad/` directory has been created for your temporary files:
+          - Use this directory for ALL temporary verification files. However, prefer using production test files rather than adhoc ones.
+          - Only modify actual production code in the main repository directories
+          - The scratchpad will be cleaned up automatically - nothing from it will be committed
+
+          Start by understanding the bug and then systematically work toward a solution.
+          PROMPT_END
+          EOF
+
+      - name: Determine branch strategy
+        run: |
+          BRANCH_NAME="${{ env.BRANCH_NAME }}"
+          if git branch -r --list "origin/${BRANCH_NAME}" | grep -q .; then
+            echo "Branch already exists: $BRANCH_NAME"
+            echo "Will push to existing branch and skip PR creation"
+            echo "BRANCH_EXISTS=true" >> $GITHUB_ENV
+          else
+            echo "Creating new branch: $BRANCH_NAME"
+            echo "Will create new PR"
+            echo "BRANCH_EXISTS=false" >> $GITHUB_ENV
+          fi
+
+          # Export the branch name
+          echo "BRANCH_NAME=$BRANCH_NAME" >> $GITHUB_ENV
+
+      - name: Create scratchpad directory for Claude
+        run: |
+          # Create a scratchpad directory for Claude to use for temporary files
+          mkdir -p .claude-scratchpad
+          echo "Scratchpad directory created for Claude's temporary verification files"
+
+      - name: Generate GitHub App Token for Claude
+        uses: actions/create-github-app-token@v1
+        id: claude-app-token
+        with:
+          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
+          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
+
+      - name: Generate Bug Fix with Claude Code
+        uses: anthropics/claude-code-action@beta
+        with:
+          mode: agent
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          github_token: ${{ steps.claude-app-token.outputs.token }}
+          direct_prompt: ${{ env.BUG_FIX_PROMPT }}
+          timeout_minutes: "25"
+          allowed_tools: "Bash(yarn test-unit*),Bash(yarn lint-eslint-pure),Bash(./bin/mage*),Bash(clojure*),Bash(find*),Bash(ls*),Bash(grep*),Write,Read,Glob,Grep,Edit,MultiEdit"
+          disallowed_tools: "Bash(git commit*),Bash(git push*),Bash(gh*)"
+
+      - name: Clean up scratchpad directory
+        run: |
+          # Remove the scratchpad directory so its contents don't get committed
+          rm -rf .claude-scratchpad/
+          # Remove output file generated by Claude Code action
+          rm -f output.txt
+          echo "Scratchpad directory and action output files cleaned up"
+
+      - name: Check for changes and analysis
+        id: check_changes
+        run: |
+          # Now check for actual code changes (excluding analysis file)
+          if [ -n "$(git status --porcelain)" ]; then
+            echo "has_changes=true" >> $GITHUB_OUTPUT
+            echo "Changes detected:"
+            git status --short
+          else
+            echo "has_changes=false" >> $GITHUB_OUTPUT
+            echo "No changes made by Claude."
+          fi
+
+      - name: Get issue team labels and prepare reviewers
+        if: steps.check_changes.outputs.has_changes == 'true'
+        id: prepare_reviewers
+        uses: actions/github-script@v7
+        env:
+          ISSUE_DATA: ${{ steps.get_issue.outputs.issue_data }}
+        with:
+          script: |
+            const issueData = JSON.parse(process.env.ISSUE_DATA);
+            const issueLabels = issueData.labels.map(label => label.name);
+            const teamLabels = issueLabels.filter(label => label.startsWith('.Team/'));
+            const issueCreator = issueData.user.login;
+            core.setOutput('team_labels', teamLabels.join(','));
+            core.setOutput('reviewers', issueCreator);
+
+      - name: Create Pull Request
+        if: steps.check_changes.outputs.has_changes == 'true'
+        uses: peter-evans/create-pull-request@v6
+        with:
+          token: ${{ secrets.GITHUB_TOKEN }}
+          branch: ${{ env.BRANCH_NAME }}
+          base: master
+          commit-message: |
+            Fix: ${{ env.ISSUE_TITLE }}
+
+            Fixes #${{ env.ISSUE_NUMBER }}
+
+            🤖 Generated with [Claude Code](https://claude.ai/code)
+
+            Co-Authored-By: Claude <noreply@anthropic.com>
+          committer: "Claude Code[bot] <noreply@anthropic.com>"
+          author: "Claude Code[bot] <noreply@anthropic.com>"
+          title: "Fix: ${{ env.ISSUE_TITLE }}"
+          body: |
+            This PR automatically fixes the bug reported in #${{ env.ISSUE_NUMBER }}.
+
+            ## Bug Report
+            **Original Issue:** #${{ env.ISSUE_NUMBER }}
+            **Reporter:** @${{ env.ISSUE_AUTHOR }}
+            **Issue Title:** ${{ env.ISSUE_TITLE }}
+
+            ## Automated Fix
+            🤖 This fix was generated automatically by Claude Code based on the issue description.
+
+            **Please review carefully:**
+            - [ ] The fix addresses the reported issue
+            - [ ] Tests pass and code follows conventions
+            - [ ] No unrelated changes were introduced
+            - [ ] The solution is appropriate and maintainable
+
+            ## Next Steps
+            - Review the changes and test thoroughly
+            - If the fix looks good, approve and merge
+            - If issues are found, either fix them or close this PR
+
+            ---
+            Closes #${{ env.ISSUE_NUMBER }}
+
+            🤖 Generated with [Claude Code](https://claude.ai/code)
+
+            Co-Authored-By: Claude <noreply@anthropic.com>
+          labels: |
+            ${{ steps.prepare_reviewers.outputs.team_labels }}
+            automated-fix
+            ci skip
+          reviewers: ${{ steps.prepare_reviewers.outputs.reviewers }}
+
+      - name: Log existing branch update
+        if: steps.check_changes.outputs.has_changes == 'true' && env.BRANCH_EXISTS == 'true'
+        uses: actions/github-script@v7
+        with:
+          script: |
+            console.log('🔄 Updated existing branch: ${{ env.BRANCH_NAME }}');
+            console.log('The changes have been pushed to the existing PR for this issue.');
+
+      - name: Log analysis for no changes
+        if: steps.check_changes.outputs.has_changes == 'false'
+        uses: actions/github-script@v7
+        with:
+          script: |
+            console.log('🤖 No code changes were made by Claude.');

.github/workflows/claude-code-review.yaml

@@ -0,0 +1,92 @@
+name: "Claude Code Review"
+
+on:
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-claude-code-review
+  cancel-in-progress: true
+
+jobs:
+  review:
+    if: github.event.pull_request.draft == false
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      pull-requests: write
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 1
+          # Make sure the value of GITHUB_TOKEN will not be persisted in repo's config
+          persist-credentials: false
+
+      # Apparently comments on specific lines and top-level comments about the PR as a whole are TWO TOTALLY DIFFERENT
+      # TYPES OF THINGS. So we have to fetch and delete separately.
+      - name: Delete old Claude PR review comments
+        env:
+          GH_TOKEN: ${{ github.token }}
+          REPO: ${{ github.repository }}
+          PR_NUMBER: ${{ github.event.pull_request.number }}
+        shell: bash
+        run: |
+          # Get old comment IDs from the bot
+          old_line_comment_ids=$(gh api "/repos/$REPO/pulls/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
+          echo "Deleting line comments: $old_line_comment_ids"
+          # Delete each comment
+          for id in $old_line_comment_ids; do
+            gh api -X DELETE "/repos/$REPO/pulls/comments/$id"
+            echo "Deleted line comment $id"
+          done
+          # Get old top-level comment IDs (technically "issue" comments on the PR?)
+          old_top_level_comment_ids=$(gh api "/repos/$REPO/issues/$PR_NUMBER/comments" --jq '.[] | select(.user.login=="metabase-bot[bot]") | .id')
+          echo "Deleting top-level comments: $old_top_level_comment_ids"
+          # Delete each comment
+          for id in $old_top_level_comment_ids; do
+            gh api -X DELETE "/repos/$REPO/issues/comments/$id"
+            echo "Deleted top-level comment $id"
+          done
+
+      - name: Generate GitHub App Token for Claude
+        uses: actions/create-github-app-token@v1
+        id: claude-app-token
+        with:
+          app-id: ${{ secrets.METABASE_BOT_APP_ID }}
+          private-key: ${{ secrets.METABASE_BOT_APP_PRIVATE_KEY }}
+          permission-contents: read       # Required for reading repository files and PR diffs
+          permission-pull-requests: write # Required for creating inline comments and PR comments
+
+      - name: Fetch Community Clojure Style Guide
+        run: >-
+          curl https://raw.githubusercontent.com/bbatsov/clojure-style-guide/refs/heads/master/README.adoc -o CLOJURE_STYLE_GUIDE.adoc
+
+      - uses: anthropics/claude-code-action@v1
+        timeout-minutes: 10
+        with:
+          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
+          github_token: ${{ steps.claude-app-token.outputs.token }}
+          prompt: |
+            REPO: ${{ github.repository }}
+            PR NUMBER: ${{ github.event.pull_request.number }}
+
+            Review this pull request with a focus on:
+
+            - Compliance with project coding standards and conventions
+            - Code quality and best practices
+            - Clear and correct docstrings
+            - Clear and correct comments explaining what the code is doing
+
+            DO NOT post any comments confirming that something is correct or congratulating someone for following our
+            guidelines -- only post comments for style violations or concerns.
+
+            Follow additional guidelines in the "Code Review Guidelines" section of CLAUDE.md .
+
+            Note: The PR branch is already checked out in the current working directory.
+
+            Use `gh pr comment` for top-level feedback.
+            Use `mcp__github_inline_comment__create_inline_comment` to highlight specific code issues.
+            Only post GitHub comments - don't submit review text as messages.
+
+          claude_args: |
+            --allowedTools "mcp__github_inline_comment__create_inline_comment,Bash(gh pr comment:*),Bash(gh pr diff:*),Bash(gh pr view:*),ReadFile(CLOJURE_STYLE_GUIDE.adoc)"

.github/workflows/claude.yml

@@ -1,21 +0,0 @@
-name: Claude Assistant
-on:
-  issue_comment:
-    types: [created]
-  pull_request_review_comment:
-    types: [created]
-  issues:
-    types: [opened, assigned, labeled]
-  pull_request_review:
-    types: [submitted]
-
-jobs:
-  claude-response:
-    runs-on: ubuntu-latest
-    steps:
-      - run: git config --global --add safe.directory /__w/metabase/metabase
-      - uses: actions/checkout@v4
-      - uses: anthropics/claude-code-action@beta
-        with:
-          anthropic_api_key: ${{ secrets.ANTHROPIC_API_KEY }}
-          github_token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/cljs.yml

@@ -38,7 +38,5 @@ jobs:
       uses: ./.github/actions/prepare-frontend
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'cljs'
-    - name: Run Cljs tests for shared/ code
+    - name: Run Cljs tests
       run: yarn run test-cljs

.github/workflows/containerize-uberjar.yml

@@ -0,0 +1,126 @@
+name: Containerize Uberjar
+
+on:
+  workflow_call:
+  workflow_dispatch:
+
+jobs:
+  get-container-info:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 5
+    name: Get container info
+    outputs:
+      editions: ${{ steps.ee-info.outputs.editions }}
+      ee: ${{ toJson(fromJson(steps.build-matrix.outputs.result).ee) }}
+      oss: ${{ toJson(fromJson(steps.build-matrix.outputs.result).oss) }}
+    steps:
+      - name: Check out the code
+        uses: actions/checkout@v4
+      - name: Get EE Docker info
+        id: ee-info
+        uses: ./.github/actions/get-docker-info
+        with:
+          edition: ee
+      - name: Get OSS Docker info
+        id: oss-info
+        uses: ./.github/actions/get-docker-info
+        with:
+          edition: oss
+      - name: Build matrix info
+        id: build-matrix
+        uses: actions/github-script@v7
+        with:
+          script: | # js
+            const editions = JSON.parse('${{ steps.ee-info.outputs.editions }}');
+            const result = {
+              editions: editions,
+              ee: {
+                repo: '${{ steps.ee-info.outputs.repo }}',
+                tag: '${{ steps.ee-info.outputs.tag }}'
+              },
+              oss: {
+                repo: '${{ steps.oss-info.outputs.repo }}',
+                tag: '${{ steps.oss-info.outputs.tag }}'
+              }
+            };
+            console.log('Build matrix:', result);
+            return result;
+
+  containerize:
+    needs: [get-container-info]
+    if: needs.get-container-info.result == 'success'
+    strategy:
+      matrix:
+        edition: ${{ fromJson(needs.get-container-info.outputs.editions) }}
+    uses: ./.github/workflows/containerize-jar.yml
+    secrets: inherit
+    with:
+      artifact-name: metabase-${{ matrix.edition }}-${{ github.event.inputs.commit || github.event.pull_request.head.sha || github.sha }}-uberjar
+      commit: ${{ github.event.inputs.commit || github.sha }}
+      repo: ${{ fromJson(needs.get-container-info.outputs[matrix.edition]).repo }}
+      tag: ${{ fromJson(needs.get-container-info.outputs[matrix.edition]).tag }}
+      release: "false"
+      build-args: |
+        GIT_COMMIT_SHA=${{ github.event.inputs.commit || github.sha }}
+
+  run-trivy:
+    needs: [get-container-info, containerize]
+    strategy:
+      matrix:
+        edition: ${{ fromJson(needs.get-container-info.outputs.editions) }}
+    runs-on: ubuntu-22.04
+    name: Run Trivy vulnerability scanner
+    steps:
+      - name: Check out the code
+        uses: actions/checkout@v4
+        with:
+          ref: ${{ github.event.inputs.commit || github.sha }}
+      - name: Run Trivy vulnerability scanner
+        uses: aquasecurity/trivy-action@0.29.0
+        env:
+          TRIVY_OFFLINE_SCAN: true
+          repo: ${{ fromJson(needs.get-container-info.outputs[matrix.edition]).repo }}
+          tag: ${{ fromJson(needs.get-container-info.outputs[matrix.edition]).tag }}
+        with:
+          image-ref: docker.io/${{ env.repo }}:${{ env.tag }}
+          format: sarif
+          output: trivy-results.sarif
+          version: "v0.57.1"
+      - name: Upload Trivy scan results to GitHub Security tab
+        uses: github/codeql-action/upload-sarif@v3
+        with:
+          sarif_file: "trivy-results.sarif"
+
+  post-comment:
+    needs: [get-container-info, containerize]
+    if: github.event_name == 'pull_request'
+    runs-on: ubuntu-22.04
+    name: Post PR comment
+    steps:
+      - name: Check out the code
+        uses: actions/checkout@v4
+      - name: Get Docker info for comment
+        id: docker-info
+        uses: ./.github/actions/get-docker-info
+        with:
+          branch: ${{ github.head_ref || github.ref_name }}
+          edition: ee
+
+      - name: Post PR comment
+        uses: marocchino/sticky-pull-request-comment@v2
+        with:
+          header: docker-build-status
+          message: |
+            ✅ Docker build completed for commit ${{ github.event.pull_request.head.sha || github.sha }}
+
+            The uberjar has been built and containerized successfully.
+
+            **Branch:** `${{ github.head_ref || github.ref_name }}`
+            **Docker Image:** `${{ steps.docker-info.outputs.full_image }}`
+            **Docker Hub:** [View on Docker Hub](https://hub.docker.com/r/${{ steps.docker-info.outputs.repo }}/tags?name=${{ steps.docker-info.outputs.tag }})
+            **Triggered by:** @${{ github.actor }}
+
+            Pull the image:
+            ```bash
+            docker pull ${{ steps.docker-info.outputs.full_image }}
+            ```

.github/workflows/conventional-commit-pr-title-reminder.yml

@@ -4,39 +4,53 @@ on:
   pull_request:
     branches:
       - master
-    paths:
-      - enterprise/frontend/src/embedding-sdk/**
 
 jobs:
+  files-changed:
+    name: Check which files changed
+    runs-on: ubuntu-22.04
+    timeout-minutes: 3
+    outputs:
+      frontend_embedding_sources: ${{ steps.changes.outputs.frontend_embedding_sources }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
   pr-title-reminder:
     runs-on: ubuntu-22.04
     timeout-minutes: 5
     permissions:
       pull-requests: write
+    needs: [ files-changed ]
+    if: |
+      !cancelled() &&
+      needs.files-changed.outputs.frontend_embedding_sources == 'true'
     steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ github.head_ref }}
+
       - name: Check if the PR title is already following Conventional Commits style
         uses: actions/github-script@v7
         id: is-conventional-commit
         with:
           result-encoding: string
           script: | # js
+            const { isConventionalTitle } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
             const pullRequestTitle = context.payload.pull_request.title
-            const conventionalCommitRegex = /^(?<type>\w+)\((?<scope>\w+)\):/
-            const match = pullRequestTitle.match(conventionalCommitRegex)
-            if (match) {
-              const { type, scope } = match.groups
-              return ['feat', 'fix', 'perf', 'docs', 'style', 'refactor', 'test', 'build', 'ci'].includes(type) && scope === 'sdk'
-            }
 
-      - name: Checkout repository so `gh` CLI works
-        uses: actions/checkout@v4
-        with:
-          ref: ${{ github.head_ref }}
+            return isConventionalTitle(pullRequestTitle)
 
       - name: Remind PR authors to use conventional commit in the title
         if: ${{ steps.is-conventional-commit.outputs.result != 'true' }}
         uses: actions/github-script@v7
         with:
-          script: |
-            const { updateComment } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
-            await updateComment({github, context})
+          script: | #js
+            const { updateCommentForEmbedding } = require(".github/scripts/conventional-commit-pr-title-reminder/utils.js")
+
+            await updateCommentForEmbedding({github, context})

.github/workflows/coverage.yml

@@ -0,0 +1,29 @@
+name: Frontend Test Coverage
+
+on:
+  workflow_dispatch:
+  schedule:
+    - cron: '40 1 * * *' # every day at 1:40
+
+jobs:
+  fe-test-coverage:
+    runs-on: ubuntu-22.04
+    timeout-minutes: 60
+    steps:
+      - uses: actions/checkout@v4
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+      - name: Prepare back-end environment
+        uses: ./.github/actions/prepare-backend
+      - name: Run frontend unit tests
+        run: |
+          yarn run test-unit \
+            --silent \
+            --coverage \
+            --testTimeout=60000
+      - name: Upload coverage to codecov.io
+        uses: codecov/codecov-action@v5
+        with:
+          files: ./coverage/lcov.info
+          flags: front-end
+          token: ${{ secrets.CODECOV_TOKEN }}

.github/workflows/docs-generate-base.yml

@@ -0,0 +1,176 @@
+# .github/workflows/reusable-doc-update.yml
+name: Reusable - Update Documentation
+
+# This workflow is designed to be called by other workflows.
+on:
+  workflow_call:
+    inputs:
+      target_branch:
+        description: "The branch to check out and create a PR against"
+        required: true
+        type: string
+    secrets:
+      automation_token:
+        description: "A token with permissions to create branches and PRs"
+        required: true
+
+permissions:
+  contents: write
+  pull-requests: write
+
+jobs:
+  update-docs:
+    name: Update documentation for ${{ inputs.target_branch }}
+    runs-on: ubuntu-22.04
+    timeout-minutes: 30
+    steps:
+      - name: Checkout code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+          token: ${{ secrets.automation_token }}
+          ref: ${{ inputs.target_branch }}
+
+      - name: Prepare backend environment
+        uses: ./.github/actions/prepare-backend
+
+      - name: Generate environment variables documentation
+        id: generate_env_docs
+        run: |
+          set -e  # Exit on any error
+          # Ensure we're on the target branch for documentation generation
+          git checkout ${{ inputs.target_branch }}
+          echo "Generating environment variables documentation from branch: ${{ inputs.target_branch }}"
+          clojure -M:ee:doc environment-variables-documentation
+        continue-on-error: false
+
+      - name: Generate config template documentation
+        id: generate_config_docs
+        run: |
+          set -e  # Exit on any error
+          echo "Generating config template documentation..."
+          clojure -M:ee:doc config-template
+        continue-on-error: false
+
+      - name: Generate API documentation
+        id: generate_api_docs
+        run: |
+          set -e  # Exit on any error
+          echo "Generating API documentation..."
+          clojure -M:ee:doc api-documentation
+        continue-on-error: false
+
+      - name: Check for changes
+        id: check_changes
+        run: |
+          if git diff --quiet docs/; then
+            echo "changes=false" >> $GITHUB_OUTPUT
+            echo "No changes detected in docs directory"
+          else
+            echo "changes=true" >> $GITHUB_OUTPUT
+            echo "Changes detected in docs directory"
+          fi
+
+      - name: Create branch and commit changes
+        id: commit_and_push
+        if: steps.check_changes.outputs.changes == 'true'
+        run: |
+          git config user.name github-actions
+          git config user.email github-actions@github.com
+
+          BRANCH_NAME="docs/auto-update-${{ inputs.target_branch }}-$(date +%Y-%m-%d-%H%M%S)"
+          echo "Creating branch: $BRANCH_NAME"
+
+          # Create and switch to new branch from current target branch
+          git checkout -b "$BRANCH_NAME"
+
+          # Stage and commit changes
+          git add docs/
+          if git diff --cached --quiet; then
+            echo "No changes to commit"
+            exit 1
+          fi
+
+          git commit -m "Update generated docs (${{ inputs.target_branch }})" --no-verify
+          git push -u origin "$BRANCH_NAME"
+
+          echo "branch_name=$BRANCH_NAME" >> $GITHUB_OUTPUT
+          echo "Successfully created and pushed branch"
+
+      - name: Create pull request
+        id: create_pr
+        if: steps.check_changes.outputs.changes == 'true'
+        env:
+          GITHUB_TOKEN: ${{ secrets.automation_token }}
+          GH_REPO: ${{ github.repository }}
+        run: |
+          CHANGES_SUMMARY=$(git diff --name-only HEAD~1 docs/ 2>/dev/null | head -10 | sed 's/^/- /' || echo "- No specific files detected")
+          TOTAL_CHANGES=$(git diff --name-only HEAD~1 docs/ 2>/dev/null | wc -l || echo "0")
+          BRANCH_NAME="${{ steps.commit_and_push.outputs.branch_name }}"
+
+          echo "Creating PR with branch: $BRANCH_NAME"
+          echo "Changes detected: $TOTAL_CHANGES files"
+
+          for i in {1..3}; do
+            echo "Attempt $i of 3..."
+            if gh pr create \
+              --base "${{ inputs.target_branch }}" \
+              --head "$BRANCH_NAME" \
+              --title "Auto-update documentation for ${{ inputs.target_branch }}" \
+              --body "This PR contains automatically generated documentation updates.
+
+          ## Changes detected
+          The following documentation files were updated:
+          $CHANGES_SUMMARY
+          $([ "$TOTAL_CHANGES" -gt 10 ] && echo "- ... and $((TOTAL_CHANGES - 10)) more files")
+
+          ## Generation commands
+          Documentation was generated using:
+          - \`clojure -M:ee:doc environment-variables-documentation\`
+          - \`clojure -M:ee:doc config-template\`
+          - \`clojure -M:ee:doc api-documentation\`
+
+          Please review the changes and merge if they look correct." \
+              --label "Type:Documentation" \
+              --label "no-backport" \
+              --reviewer "metabase/tech-writers"; then
+              echo "PR created successfully on attempt $i"
+              break
+            else
+              echo "PR creation failed on attempt $i"
+              if [ $i -eq 3 ]; then
+                echo "All attempts failed. Exiting with error."
+                exit 1
+              fi
+              echo "Waiting 10 seconds before retry..."
+              sleep 10
+            fi
+          done
+
+      - name: Skip PR creation
+        if: steps.check_changes.outputs.changes == 'false'
+        run: |
+          echo "No documentation changes detected, skipping PR creation"
+
+      - name: Workflow summary
+        if: always()
+        run: |
+          if [ "${{ steps.check_changes.outputs.changes }}" == "true" ]; then
+            if [ "${{ steps.commit_and_push.outcome }}" == "success" ]; then
+              if [ "${{ steps.create_pr.outcome }}" == "success" ]; then
+                echo "## ✅ Documentation Updated Successfully" >> $GITHUB_STEP_SUMMARY
+                echo "- Branch: \`${{ steps.commit_and_push.outputs.branch_name }}\`" >> $GITHUB_STEP_SUMMARY
+                echo "- PR created targeting **${{ inputs.target_branch }}**" >> $GITHUB_STEP_SUMMARY
+              else
+                echo "## ⚠️ Branch Created but PR Failed" >> $GITHUB_STEP_SUMMARY
+                echo "- Branch: \`${{ steps.commit_and_push.outputs.branch_name }}\`" >> $GITHUB_STEP_SUMMARY
+                echo "- Manual PR creation required" >> $GITHUB_STEP_SUMMARY
+              fi
+            else
+              echo "## ❌ Failed to Create Branch" >> $GITHUB_STEP_SUMMARY
+              echo "- Check workflow logs for details" >> $GITHUB_STEP_SUMMARY
+            fi
+          else
+            echo "## ℹ️ No Changes Detected" >> $GITHUB_STEP_SUMMARY
+            echo "- Documentation is up to date on **${{ inputs.target_branch }}**" >> $GITHUB_STEP_SUMMARY
+          fi

.github/workflows/docs-links.yml

@@ -0,0 +1,36 @@
+name: Check doc links
+
+on:
+  pull_request:
+    paths:
+      - "docs/**"
+  workflow_dispatch:
+
+jobs:
+  link-checker:
+    name: Check documentation links
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+        with:
+          sparse-checkout: |
+            docs
+            .lychee
+
+      - name: Cache lychee
+        uses: actions/cache@v3
+        with:
+          path: ~/.cache/lychee
+          key: lychee-${{ runner.os }}-${{ hashFiles('.lychee/config.toml') }}
+
+      - name: Run link checker
+        id: link-check
+        uses: lycheeverse/lychee-action@v2
+        with:
+          fail: true
+          args: docs --config ./.lychee/config.toml --offline
+          format: markdown

.github/workflows/docs-master-generate.yml

@@ -0,0 +1,15 @@
+name: Auto-update documentation (master)
+
+on:
+  schedule:
+    - cron: "0 1 * * 1-5" # Every Monday through Friday at 1 AM UTC
+  workflow_dispatch:
+
+jobs:
+  update-master-docs:
+    name: Call documentation update for master
+    uses: ./.github/workflows/docs-generate-base.yml
+    with:
+      target_branch: "master"
+    secrets:
+      automation_token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}

.github/workflows/docs-release-generate.yml

@@ -0,0 +1,15 @@
+name: Auto-update documentation (release)
+
+on:
+  schedule:
+    - cron: "0 2 * * 1-5" # Every Monday through Friday at 2 AM UTC
+  workflow_dispatch:
+
+jobs:
+  update-release-docs:
+    name: Call documentation update for release branch
+    uses: ./.github/workflows/docs-generate-base.yml
+    with:
+      target_branch: "release-x.56.x"
+    secrets:
+      automation_token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}

.github/workflows/docs_bump_detected.yml

@@ -1,44 +0,0 @@
-name: Docs Bump Detected
-
-on:
-  pull_request_target:
-    types:
-      - opened
-      - synchronize
-      - reopened
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_workflow_to_docs_metabase_github_io_job:
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes in the docs directory was detected."
-          echo "Sending workflow trigger to create/update the corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-              github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_update",
-                client_payload: {
-                  dispatch_type: "docs_update",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_close_detected.yml

@@ -1,43 +0,0 @@
-name: Docs Close Detected
-
-on:
-  pull_request:
-    types:
-      - closed
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_and_merge_workflow_to_docs_metabase_github_io_job:
-    if: github.event.pull_request.merged == false
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes to the docs directory was closed."
-          echo "Sending workflow trigger to close corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-            github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_close",
-                client_payload: {
-                  dispatch_type: "docs_close",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/docs_merge_detected.yml

@@ -1,43 +0,0 @@
-name: Docs Merge Detected
-
-on:
-  pull_request:
-    types:
-      - closed
-    branches:
-      - 'master'
-      - 'release-x.[0-9]+.x'
-    paths:
-      - 'docs/**'
-
-jobs:
-  push_and_merge_workflow_to_docs_metabase_github_io_job:
-    if: github.event.pull_request.merged == true
-    runs-on: ubuntu-latest
-    env:
-      SOURCE_BRANCH: ${{ github.head_ref || github.ref  }}
-      TARGET_BRANCH: ${{ github.event.pull_request.base.ref }}
-      PR_NUMBER: ${{ github.event.pull_request.number }}
-    steps:
-      - name: Report changed docs files exist
-        run: |
-          echo "A PR with changes to the docs directory was merged."
-          echo "Sending workflow trigger to merge corresponding PR in docs repo."
-          echo "source branch: $SOURCE_BRANCH"
-          echo "target branch: $TARGET_BRANCH"
-          echo "pr number: $PR_NUMBER"
-
-      - name: Trigger repo dispatch
-        uses: actions/github-script@v7
-        with:
-          github-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
-          script: | #js
-            github.rest.repos.createDispatchEvent({
-                owner: "${{ github.repository_owner }}",
-                repo: "docs.metabase.github.io",
-                event_type: "docs_merge",
-                client_payload: {
-                  dispatch_type: "docs_merge",
-                  source_branch: process.env.SOURCE_BRANCH,
-                  target_branch: process.env.TARGET_BRANCH,
-                  pr_number: process.env.PR_NUMBER}});

.github/workflows/drivers-stress-test.yml

@@ -689,18 +689,51 @@ jobs:
         junit-name: 'be-tests-starburst-ee'
         test-args: ":only ${{ inputs.test }} :times ${{ inputs.times }}"
 
+  login-to-ecr:
+    if: inputs.driver == 'Vertica'
+    runs-on: ubuntu-22.04
+    timeout-minutes: 15
+    permissions:
+      id-token: write
+      contents: read
+    steps:
+    - name: Configure AWS credentials
+      uses: aws-actions/configure-aws-credentials@v4
+      with:
+        role-to-assume: ${{ secrets.CI_IAM_ROLE }}
+        role-session-name: GitHub_to_AWS_via_FederatedOIDC
+        aws-region: us-east-1
+    - name: Get ECR password
+      id: login-ecr
+      run: |
+        PASSWORD=$(aws ecr get-login-password --region us-east-1)
+
+        REGISTRY="$(aws sts get-caller-identity --query Account --output text).dkr.ecr.us-east-1.amazonaws.com"
+
+        echo "docker_username=AWS" >> $GITHUB_OUTPUT
+        echo "docker_password=$PASSWORD" >> $GITHUB_OUTPUT
+        echo "registry=$REGISTRY" >> $GITHUB_OUTPUT
+    outputs:
+      registry: ${{ steps.login-ecr.outputs.registry }}
+      docker_username: ${{ steps.login-ecr.outputs.docker_username }}
+      docker_password: ${{ steps.login-ecr.outputs.docker_password }}
+
   be-tests-vertica-ee:
     if: inputs.driver == 'Vertica'
     runs-on: ubuntu-22.04
+    needs: login-to-ecr
     timeout-minutes: 90
     env:
       CI: 'true'
       DRIVERS: vertica
     services:
       vertica:
-        image: vertica/vertica-ce:12.0.2-0
+        image: ${{ needs.login-to-ecr.outputs.registry }}/vertica-ce:25.3.0-0
         ports:
           - "5433:5433"
+        credentials:
+          username: ${{ needs.login-to-ecr.outputs.docker_username }}
+          password: ${{ needs.login-to-ecr.outputs.docker_password }}
     steps:
     - uses: actions/checkout@v4
     - name: Make plugins directory

.github/workflows/drivers.yml

@@ -21,11 +21,17 @@ jobs:
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
+      - name: Fetch base branch
+        if: github.event_name == 'pull_request' && github.event.pull_request.base.ref != ''
+        run: |
+          # Fetch the base branch to ensure its history is available for diffing
+          git fetch origin ${{ github.event.pull_request.base.ref }}:${{ github.event.pull_request.base.ref }}
+          # Only run this if it's a pull request and the base ref exists
       - name: Check if tier3 drivers should run
         id: check_team_and_branch
         run: |
           IS_MASTER_OR_RELEASE="${{ github.ref == 'refs/heads/master' || startsWith(github.ref, 'refs/heads/release-') }}"
-          HAS_TEAM_LABEL="${{ contains(github.event.pull_request.labels.*.name, '.Team/Drivers') || contains(github.event.pull_request.labels.*.name, '.Team/Querying') || contains(github.event.pull_request.labels.*.name, '.Team/SemanticLayer') }}"
+          HAS_TEAM_LABEL="${{ contains(github.event.pull_request.labels.*.name, '.Team/Drivers') || contains(github.event.pull_request.labels.*.name, '.Team/Querying') || contains(github.event.pull_request.labels.*.name, '.Team/SemanticLayer') || contains(github.event.pull_request.labels.*.name, '.Team/DevEx') }}"
 
 
           echo "Is master or release: ${IS_MASTER_OR_RELEASE}"
@@ -37,8 +43,25 @@ jobs:
             echo "skip=false" >> $GITHUB_OUTPUT
             echo "A relevant team label is present. Tier 3 driver tests will run."
           else
-            echo "skip=true" >> $GITHUB_OUTPUT
-            echo "Not labeled with required team and not merging into master/release. Tier 3 driver tests will be skipped."
+            echo "Checking for changes in relevant folders..."
+            CHANGED_FILES=$(git diff --name-only $(git merge-base ${{ github.event.pull_request.base.sha }} ${{ github.sha }}) ${{ github.sha }})
+
+            # Initialize an empty array to store folders with changes
+            CHANGED_FOLDERS=()
+            for folder in "src/metabase/lib" "src/metabase/query_processor" "modules/drivers" "src/metabase/driver"; do
+              if echo "$CHANGED_FILES" | grep -q "$folder"; then
+                CHANGED_FOLDERS+=("$folder")
+              fi
+            done
+
+            if [[ ${#CHANGED_FOLDERS[@]} -gt 0 ]]; then
+              echo "skip=false" >> $GITHUB_OUTPUT
+              echo "Changes detected in the following folders: ${CHANGED_FOLDERS[*]}."
+              echo "Tier 3 driver tests will run."
+            else
+              echo "skip=true" >> $GITHUB_OUTPUT
+              echo "No relevant team label, not merging into master/release, and no changes in relevant folders. Tier 3 driver tests will be skipped."
+            fi
           fi
         shell: bash
   be-tests-athena-ee:
@@ -50,9 +73,11 @@ jobs:
       CI: 'true'
       DRIVERS: athena
       MB_ATHENA_TEST_REGION: us-east-1
+      MB_ATHENA_TEST_REGION_ROUTING: us-east-2
       MB_ATHENA_TEST_ACCESS_KEY: ${{ secrets.MB_ATHENA_TEST_ACCESS_KEY }}
       MB_ATHENA_TEST_SECRET_KEY: ${{ secrets.MB_ATHENA_TEST_SECRET_KEY }}
       MB_ATHENA_TEST_S3_STAGING_DIR: ${{ secrets.MB_ATHENA_TEST_S3_STAGING_DIR }}
+      MB_ATHENA_TEST_S3_STAGING_DIR_ROUTING: ${{ secrets.MB_ATHENA_TEST_S3_STAGING_DIR_ROUTING }}
       # These credentials are used to test the driver when the user does not have the athena:GetTableMetadata permission
       MB_ATHENA_TEST_WITHOUT_GET_TABLE_METADATA_ACCESS_KEY: ${{ secrets.MB_ATHENA_TEST_WITHOUT_GET_TABLE_METADATA_ACCESS_KEY }}
       MB_ATHENA_TEST_WITHOUT_GET_TABLE_METADATA_SECRET_KEY: ${{ secrets.MB_ATHENA_TEST_WITHOUT_GET_TABLE_METADATA_SECRET_KEY }}
@@ -65,6 +90,7 @@ jobs:
         junit-name: 'be-tests-athena-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -81,6 +107,19 @@ jobs:
     if: ${{ !inputs.skip }}
     runs-on: ubuntu-22.04
     timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: bigquery-cloud-sdk
@@ -90,15 +129,21 @@ jobs:
       MB_BIGQUERY_TEST_ACCESS_TOKEN: ${{ secrets.MB_BIGQUERY_TEST_ACCESS_TOKEN }}
       MB_BIGQUERY_TEST_REFRESH_TOKEN: ${{ secrets.MB_BIGQUERY_TEST_REFRESH_TOKEN }}
       MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON: ${{ secrets.MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON }}
-    name: BigQuery
+      MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON_ROUTING: ${{ secrets.MB_BIGQUERY_CLOUD_SDK_TEST_SERVICE_ACCOUNT_JSON_ROUTING }}
+    name: BigQuery ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test BigQuery Cloud SDK driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-bigquery-cloud-sdk-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -110,11 +155,29 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-clickhouse-ee:
     if: ${{ !inputs.skip }}
     runs-on: ubuntu-22.04
     timeout-minutes: 60
+    strategy:
+      fail-fast: false
+      matrix:
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: clickhouse
@@ -122,9 +185,14 @@ jobs:
       MB_CLICKHOUSE_TEST_PORT: 8123
       MB_CLICKHOUSE_TEST_OLD_PORT: 8124
       MB_CLICKHOUSE_TEST_NGINX_PORT: 8127
-    name: Clickhouse
+    name: Clickhouse ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Add ClickHouse TLS instance to /etc/hosts
       run: |
         sudo echo "127.0.0.1 server.clickhouseconnect.test" | sudo tee -a /etc/hosts
@@ -141,11 +209,11 @@ jobs:
           clickhouse_cluster_node2
           nginx
     - name: Test Clickhouse driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-clickhouse-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -157,6 +225,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-druid-ee:
     needs: determine-driver-skips
@@ -182,6 +256,7 @@ jobs:
         junit-name: 'be-tests-druid-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -218,6 +293,7 @@ jobs:
         junit-name: 'be-tests-druid-jdbc-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -242,6 +318,7 @@ jobs:
       MB_DATABRICKS_TEST_HTTP_PATH: ${{ secrets.MB_DATABRICKS_JDBC_TEST_HTTP_PATH }}
       MB_DATABRICKS_TEST_TOKEN: ${{ secrets.MB_DATABRICKS_JDBC_TEST_TOKEN }}
       MB_DATABRICKS_TEST_CATALOG: 'metabase_ci'
+      MB_DATABRICKS_TEST_CATALOG_ROUTING: 'metabase_routing_catalog'
       MB_DATABRICKS_TEST_CLIENT_ID: ${{ secrets.MB_DATABRICKS_JDBC_TEST_CLIENT_ID }}
       MB_DATABRICKS_TEST_OAUTH_SECRET: ${{ secrets.MB_DATABRICKS_JDBC_TEST_OAUTH_SECRET }}
     name: Databricks
@@ -253,6 +330,7 @@ jobs:
         junit-name: 'be-tests-databricks-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -278,6 +356,7 @@ jobs:
       MB_DATABRICKS_TEST_HTTP_PATH: ${{ secrets.MB_DATABRICKS_JDBC_TEST_HTTP_PATH }}
       MB_DATABRICKS_TEST_TOKEN: ${{ secrets.MB_DATABRICKS_JDBC_TEST_TOKEN }}
       MB_DATABRICKS_TEST_CATALOG: 'metabase_ci'
+      MB_DATABRICKS_TEST_CATALOG_ROUTING: 'metabase_routing_catalog'
       MB_DATABRICKS_TEST_CLIENT_ID: ${{ secrets.MB_DATABRICKS_JDBC_TEST_CLIENT_ID }}
       MB_DATABRICKS_TEST_OAUTH_SECRET: ${{ secrets.MB_DATABRICKS_JDBC_TEST_OAUTH_SECRET }}
     name: Databricks (Multi-Catalog)
@@ -289,6 +368,7 @@ jobs:
         junit-name: 'be-tests-databricks-multi-catalog-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -310,12 +390,18 @@ jobs:
     name: H2
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test H2 driver
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: 'be-tests-h2'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -327,6 +413,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: always()
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mysql-mariadb:
     if: ${{ !inputs.skip }}
@@ -360,6 +452,11 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
+            exclude-tag: ':mb/transforms-python-test'
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
 
     services:
       mysql:
@@ -414,7 +511,13 @@ jobs:
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     steps:
       - uses: actions/checkout@v4
+      - name: Setup python-runner
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
       - name: Test ${{ matrix.version.name }}
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: ${{ matrix.version.junit-name }}
@@ -432,6 +535,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo:
     needs: determine-driver-skips
@@ -448,6 +557,15 @@ jobs:
           - name: MongoDB Latest
             junit-name: be-tests-mongo-latest-ee
             image: mongo:latest
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :exclude-tags '[:mongo-sharded-cluster-tests :mb/transforms-python-test]'
+              :only-tags [:mb/driver-tests]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: mongo
@@ -461,16 +579,20 @@ jobs:
         env:
           MONGO_INITDB_ROOT_USERNAME: metabase
           MONGO_INITDB_ROOT_PASSWORD: metasample123
-    name: ${{ matrix.version.name }}
+    name: ${{ matrix.version.name }} ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
-        test-args: >-
-          :exclude-tags [:mongo-sharded-cluster-tests]
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -482,6 +604,12 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-mongo-ssl:
     needs: determine-driver-skips
@@ -534,7 +662,7 @@ jobs:
         with:
           junit-name: ${{ matrix.version.junit-name }}
           test-args: >-
-            :exclude-tags [:mongo-sharded-cluster-tests]
+            :exclude-tags '[:mongo-sharded-cluster-tests :mb/transforms-python-test]'
             :only-tags [:mb/driver-tests]
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
@@ -642,6 +770,7 @@ jobs:
         junit-name: ${{ matrix.version.junit-name }}
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -676,6 +805,11 @@ jobs:
           - name: Driver Tests
             test-args: >-
               :only-tags [:mb/driver-tests]
+            exclude-tag: ':mb/transforms-python-test'
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     name: "${{ matrix.version.name }} ${{ matrix.job.name }}"
     env:
       # Only run old migrations tests on pushes to master or release branches. All other branches should skip tests
@@ -717,7 +851,13 @@ jobs:
           POSTGRES_HOST_AUTH_METHOD: trust
     steps:
       - uses: actions/checkout@v4
+      - name: Setup python-runner
+        if: ${{ matrix.job.needs-python-runner == true }}
+        uses: ./.github/actions/setup-python-runner
+        with:
+          metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
       - name: Test ${{ matrix.version.name }} (${{ matrix.job.name }})
+        id: test-driver
         uses: ./.github/actions/test-driver
         with:
           junit-name: 'be-tests-${{ matrix.version.junit-name }}'
@@ -735,6 +875,12 @@ jobs:
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+      - name: Cleanup python-runner
+        if: always()
+        uses: ./.github/actions/cleanup-python-runner
+        with:
+          upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+          logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-presto-jdbc-ee:
     needs: determine-driver-skips
@@ -793,6 +939,7 @@ jobs:
         junit-name: 'be-tests-presto-jdbc-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -822,20 +969,33 @@ jobs:
             skip: false
             test-args: >-
               :only-tags [:mb/driver-tests]
-              :exclude-tags [:mb/upload-tests]
+              :exclude-tags '[:mb/upload-tests :mb/transforms-python-test]'
               :fail-fast? true
+          - name: Redshift Transforms Python Tests
+            skip: false
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+              :fail-fast? true
+            needs-python-runner: true
 
     env:
       CI: 'true'
       DRIVERS: redshift
       MB_REDSHIFT_TEST_USER: metabase_ci
       MB_REDSHIFT_TEST_DB: testdb
+      MB_REDSHIFT_TEST_DB_ROUTING: dev
       MB_REDSHIFT_TEST_HOST: ${{ secrets.MB_REDSHIFT_TEST_HOST }}
       MB_REDSHIFT_TEST_PASSWORD: ${{ secrets.MB_REDSHIFT_TEST_PASSWORD }}
     name: ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.job.name }}
+      id: test-driver
       if: ${{ !matrix.job.skip }}
       uses: ./.github/actions/test-driver
       with:
@@ -853,45 +1013,82 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
-  be-tests-snowflake-ee:
-    if: ${{ !inputs.skip }}
-    runs-on: ubuntu-22.04
-    timeout-minutes: 60
-    env:
-      CI: 'true'
-      DRIVERS: snowflake
-      MB_SNOWFLAKE_TEST_USER: METABASE CI
-      MB_SNOWFLAKE_TEST_ACCOUNT: ${{ secrets.MB_SNOWFLAKE_TEST_ACCOUNT }}
-      MB_SNOWFLAKE_TEST_PASSWORD: ${{ secrets.MB_SNOWFLAKE_TEST_PASSWORD }}
-      MB_SNOWFLAKE_TEST_WAREHOUSE: ${{ secrets.MB_SNOWFLAKE_TEST_WAREHOUSE }}
-      MB_SNOWFLAKE_TEST_PK_USER: METABASE PK
-      MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY }}
-      # RSA Role testing:
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DEFAULT_USER: RSA_ROLE_TEST_DEFAULT_USER
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_CUSTOM_USER: RSA_ROLE_TEST_CUSTOM_USER
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_ROLE: RSA_ROLE_TEST_ROLE
-      MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DB: RSA_ROLE_TEST_DB
-    name: Snowflake
-    steps:
-    - uses: actions/checkout@v4
-    - name: Test Snowflake driver
-      uses: ./.github/actions/test-driver
-      with:
-        junit-name: 'be-tests-snowflake-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
-    - name: Upload Test Results
-      uses: ./.github/actions/upload-test-results
-      if: always()
-      with:
-        input-path: ./target/junit/
-        output-name: ${{ github.job }}
-        bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
-        aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
-        aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
-        aws-region: ${{ vars.AWS_REGION }}
-        trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+  # dan sutton 2025-10-23: disable snowflake because of account
+  # issues. https://linear.app/metabase/issue/DEV-997/reenable-snowflake-in-ci. Note that the transforms tests were
+  # disabled previously
+  # be-tests-snowflake-ee:
+  #   if: ${{ !inputs.skip }}
+  #   runs-on: ubuntu-22.04
+  #   timeout-minutes: 60
+  #   strategy:
+  #     fail-fast: false
+  #     matrix:
+  #       job:
+  #         - name: Driver Tests
+  #           test-args: >-
+  #             :only-tags [:mb/driver-tests]
+  #             :exclude-tags [:mb/transforms-python-test]
+# DS 2025-09-26 temporarily disabled while we diagnose flakes
+#          - name: Transforms Python Tests
+#            test-args: >-
+#              :only-tags [:mb/transforms-python-test]
+#            needs-python-runner: true
+    # env:
+    #   CI: 'true'
+    #   DRIVERS: snowflake
+    #   MB_SNOWFLAKE_TEST_USER: METABASE CI
+    #   MB_SNOWFLAKE_TEST_ACCOUNT: ${{ secrets.MB_SNOWFLAKE_TEST_ACCOUNT }}
+    #   MB_SNOWFLAKE_TEST_PASSWORD: ${{ secrets.MB_SNOWFLAKE_TEST_PASSWORD }}
+    #   MB_SNOWFLAKE_TEST_WAREHOUSE: ${{ secrets.MB_SNOWFLAKE_TEST_WAREHOUSE }}
+    #   MB_SNOWFLAKE_TEST_PK_USER: METABASE PK
+    #   MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY }}
+    #   MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PRIVATE_KEY_2 }}
+    #   MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY }}
+    #   MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2: ${{ secrets.MB_SNOWFLAKE_TEST_PK_PUBLIC_KEY_2 }}
+
+    #   # RSA Role testing:
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DEFAULT_USER: RSA_ROLE_TEST_DEFAULT_USER
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_CUSTOM_USER: RSA_ROLE_TEST_CUSTOM_USER
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_ROLE: RSA_ROLE_TEST_ROLE
+    #   MB_SNOWFLAKE_TEST_RSA_ROLE_TEST_DB: RSA_ROLE_TEST_DB
+    # name: Snowflake ${{ matrix.job.name }}
+    # steps:
+    # - uses: actions/checkout@v4
+    # - name: Setup python-runner
+    #   if: ${{ matrix.job.needs-python-runner == true }}
+    #   uses: ./.github/actions/setup-python-runner
+    #   with:
+    #     metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+    # - name: Test Snowflake driver
+    #   id: test-driver
+    #   uses: ./.github/actions/test-driver
+    #   with:
+    #     junit-name: 'be-tests-snowflake-ee'
+    #     test-args: ${{ matrix.job.test-args }}
+    # - name: Upload Test Results
+    #   uses: ./.github/actions/upload-test-results
+    #   if: always()
+    #   with:
+    #     input-path: ./target/junit/
+    #     output-name: ${{ github.job }}
+    #     bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
+    #     aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
+    #     aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
+    #     aws-region: ${{ vars.AWS_REGION }}
+    #     trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    # - name: Cleanup python-runner
+    #   if: ${{ always() && matrix.job.needs-python-runner == true }}
+    #   uses: ./.github/actions/cleanup-python-runner
+    #   with:
+    #     upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+    #     logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
   be-tests-sparksql-ee:
     needs: determine-driver-skips
@@ -915,6 +1112,7 @@ jobs:
         junit-name: 'be-tests-sparksql-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -944,6 +1142,7 @@ jobs:
         junit-name: 'be-tests-sqlite-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -971,6 +1170,15 @@ jobs:
           - name: SQL Server 2022
             junit-name: be-tests-sqlserver-2022-ee
             image: mcr.microsoft.com/mssql/server:2022-latest
+        job:
+          - name: Driver Tests
+            test-args: >-
+              :only-tags [:mb/driver-tests]
+              :exclude-tags [:mb/transforms-python-test]
+          - name: Transforms Python Tests
+            test-args: >-
+              :only-tags [:mb/transforms-python-test]
+            needs-python-runner: true
     env:
       CI: 'true'
       DRIVERS: sqlserver
@@ -986,15 +1194,20 @@ jobs:
           ACCEPT_EULA: Y
           SA_PASSWORD: 'P@ssw0rd'
           MSSQL_MEMORY_LIMIT_MB: 1024
-    name: ${{ matrix.version.name }}
+    name: ${{ matrix.version.name }} ${{ matrix.job.name }}
     steps:
     - uses: actions/checkout@v4
+    - name: Setup python-runner
+      if: ${{ matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/setup-python-runner
+      with:
+        metabase-automation-token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
     - name: Test ${{ matrix.version.name }}
+      id: test-driver
       uses: ./.github/actions/test-driver
       with:
         junit-name: ${{ matrix.version.junit-name }}
-        test-args: >-
-          :only-tags [:mb/driver-tests]
+        test-args: ${{ matrix.job.test-args }}
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -1006,47 +1219,84 @@ jobs:
         aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
         aws-region: ${{ vars.AWS_REGION }}
         trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+    - name: Cleanup python-runner
+      if: ${{ always() && matrix.job.needs-python-runner == true }}
+      uses: ./.github/actions/cleanup-python-runner
+      with:
+        upload-logs: ${{ steps.test-driver.outcome == 'failure' }}
+        logs-artifact-suffix: ${{ matrix.job.name }} ${{ matrix.version.name }}
 
-  be-tests-starburst-ee:
+  # TODO(dpsutton, 2025-08-20): Re-enable starburst when we figure out why it randomly dies in CI
+  # be-tests-starburst-ee:
+  #   needs: determine-driver-skips
+  #   if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
+  #   runs-on: ubuntu-22.04
+  #   timeout-minutes: 60
+  #   env:
+  #     CI: 'true'
+  #     DRIVERS: starburst
+  #   services:
+  #     starburst:
+  #       image: trinodb/trino:latest
+  #       env:
+  #         CATALOG_MANAGEMENT: dynamic
+  #       ports:
+  #         - "8080:8080"
+  #   name: Starburst
+  #   steps:
+  #   - uses: actions/checkout@v4
+  #   - name: Make plugins directory
+  #     run: mkdir plugins
+  #   - name: Test Starburst driver
+  #     uses: ./.github/actions/test-driver
+  #     with:
+  #       junit-name: 'be-tests-starburst-ee'
+  #       test-args: >-
+  #         :only-tags [:mb/driver-tests]
+  #   - name: Upload Test Results
+  #     uses: ./.github/actions/upload-test-results
+  #     if: always()
+  #     with:
+  #       input-path: ./target/junit/
+  #       output-name: ${{ github.job }}
+  #       bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
+  #       aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
+  #       aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
+  #       aws-region: ${{ vars.AWS_REGION }}
+  #       trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+
+  login-to-ecr:
     needs: determine-driver-skips
     if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
     runs-on: ubuntu-22.04
-    timeout-minutes: 60
-    env:
-      CI: 'true'
-      DRIVERS: starburst
-    services:
-      starburst:
-        image: trinodb/trino:latest
-        env:
-          CATALOG_MANAGEMENT: dynamic
-        ports:
-          - "8080:8080"
-    name: Starburst
+    timeout-minutes: 15
+    permissions:
+      id-token: write
+      contents: read
     steps:
-    - uses: actions/checkout@v4
-    - name: Make plugins directory
-      run: mkdir plugins
-    - name: Test Starburst driver
-      uses: ./.github/actions/test-driver
+    - name: Configure AWS credentials
+      uses: aws-actions/configure-aws-credentials@v4
       with:
-        junit-name: 'be-tests-starburst-ee'
-        test-args: >-
-          :only-tags [:mb/driver-tests]
-    - name: Upload Test Results
-      uses: ./.github/actions/upload-test-results
-      if: always()
-      with:
-        input-path: ./target/junit/
-        output-name: ${{ github.job }}
-        bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
-        aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
-        aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
-        aws-region: ${{ vars.AWS_REGION }}
-        trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+        role-to-assume: ${{ secrets.CI_IAM_ROLE }}
+        role-session-name: GitHub_to_AWS_via_FederatedOIDC
+        aws-region: us-east-1
+    - name: Get ECR password
+      id: login-ecr
+      run: |
+        PASSWORD=$(aws ecr get-login-password --region us-east-1)
+
+        REGISTRY="$(aws sts get-caller-identity --query Account --output text).dkr.ecr.us-east-1.amazonaws.com"
+
+        echo "docker_username=AWS" >> $GITHUB_OUTPUT
+        echo "docker_password=$PASSWORD" >> $GITHUB_OUTPUT
+        echo "registry=$REGISTRY" >> $GITHUB_OUTPUT
+    outputs:
+      registry: ${{ steps.login-ecr.outputs.registry }}
+      docker_username: ${{ steps.login-ecr.outputs.docker_username }}
+      docker_password: ${{ steps.login-ecr.outputs.docker_password }}
 
   be-tests-vertica-ee:
-    needs: determine-driver-skips
+    needs: [determine-driver-skips, login-to-ecr]
     if: ${{ !inputs.skip && !(needs.determine-driver-skips.outputs.skip == 'true') }}
     runs-on: ubuntu-22.04
     timeout-minutes: 60
@@ -1055,9 +1305,12 @@ jobs:
       DRIVERS: vertica
     services:
       vertica:
-        image: vertica/vertica-ce:12.0.2-0
+        image: ${{ needs.login-to-ecr.outputs.registry }}/vertica-ce:25.3.0-0
         ports:
           - "5433:5433"
+        credentials:
+          username: ${{ needs.login-to-ecr.outputs.docker_username }}
+          password: ${{ needs.login-to-ecr.outputs.docker_password }}
     name: Vertica
     steps:
     - uses: actions/checkout@v4
@@ -1069,6 +1322,7 @@ jobs:
         junit-name: 'be-tests-vertica-ee'
         test-args: >-
           :only-tags [:mb/driver-tests]
+          :exclude-tags [:mb/transforms-python-test]
     - name: Upload Test Results
       uses: ./.github/actions/upload-test-results
       if: always()
@@ -1098,12 +1352,14 @@ jobs:
       - be-tests-postgres
       - be-tests-presto-jdbc-ee
       - be-tests-redshift-ee
-      - be-tests-snowflake-ee
+      # dan: disabled for account reasons. https://linear.app/metabase/issue/DEV-997/reenable-snowflake-in-ci
+      # - be-tests-snowflake-ee
       - be-tests-sparksql-ee
       - be-tests-sqlite-ee
       - be-tests-sqlserver
-      - be-tests-starburst-ee
-      - be-tests-vertica-ee
+      # - be-tests-starburst-ee
+      # TODO(rileythomp, 2025-08-20): Re-enable vertica tests once the docker image is updated
+      # - be-tests-vertica-ee
       - be-tests-clickhouse-ee
     runs-on: ubuntu-latest
     timeout-minutes: 5
@@ -1125,7 +1381,7 @@ jobs:
               }));
 
             // are all jobs skipped or successful?
-            if (jobs.every(job => (job.result === 'skipped' || job.result === 'success'))) {
+            if (jobs.every(job => (job.result === 'skipped' || job.result === 'success' || job.name == 'be-tests-starburst-ee'))) {
                 console.log("");
                 console.log("        _------.        ");
                 console.log("       /  ,     \_      ");

.github/workflows/e2e-component-tests-embedding-sdk-backward-compatibility.yml

@@ -0,0 +1,184 @@
+# Thi workflow does the backward compatibility tests
+# between the Embedding SDK package of version N and Embedding SDK Bundle of version N - 1
+# N - 1 is a target of a PR
+name: Embedding SDK backward-compatibility E2E Component Tests
+
+on:
+  workflow_call:
+    inputs:
+      cached-embedding-sdk-dist-artifact-name:
+        required: true
+        type: string
+
+jobs:
+  files-changed:
+    name: "SDK backward-compatibility E2E > Check which files changed"
+    runs-on: ubuntu-22.04
+    timeout-minutes: 3
+    outputs:
+      e2e_embedding_sdk: ${{ steps.changes.outputs.e2e_embedding_sdk }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
+  decide-target-ref:
+    runs-on: ubuntu-latest
+    outputs:
+      target-ref: ${{ steps.get-target-ref.outputs.value }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          fetch-depth: 2
+
+      - name: Decide ref to checkout
+        id: get-target-ref
+        run: |
+          if [[ "${{ github.event_name }}" == "pull_request" ]]; then
+            echo "value=${{ github.base_ref }}" >> "$GITHUB_OUTPUT"
+          else
+            echo "value=$(git rev-parse HEAD^1)" >> "$GITHUB_OUTPUT"
+          fi
+
+  # if this is a test on a release branch, we need to check the build requirements
+  get-build-requirements:
+    name: "SDK backward-compatibility E2E > [Backport only] Get build requirements"
+    needs: [decide-target-ref]
+    if: |
+      !cancelled() &&
+      contains(github.base_ref || github.ref, 'release-x')
+    runs-on: ubuntu-22.04
+    timeout-minutes: 10
+    outputs:
+      java_version: ${{ fromJson(steps.dependencies.outputs.result).java_version }}
+      node_version: ${{ fromJson(steps.dependencies.outputs.result).node_version }}
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ needs.decide-target-ref.outputs.target-ref }}
+          sparse-checkout: release
+      - name: Prepare build scripts
+        run: cd ${{ github.workspace }}/release && yarn && yarn build
+      - name: Get build dependencies
+        uses: actions/github-script@v7
+        id: dependencies
+        with:
+          script: | # js
+            const {
+              getBuildRequirements,
+              getVersionFromReleaseBranch,
+            } = require('${{ github.workspace }}/release/dist/index.cjs');
+            const targetBranchName = '${{ github.base_ref || github.ref }}';
+
+            const version = getVersionFromReleaseBranch(targetBranchName);
+            const requirements = getBuildRequirements(version);
+
+            return {
+              java_version: requirements.java,
+              node_version: requirements.node,
+            };
+
+  e2e-tests:
+    name: "SDK backward-compatibility E2E > Run e2e tests"
+    needs: [files-changed, decide-target-ref, get-build-requirements]
+    if: |
+      !cancelled() &&
+      needs.files-changed.outputs.e2e_embedding_sdk == 'true'
+    runs-on: ubuntu-22.04
+    timeout-minutes: 45
+    env:
+      MB_EDITION: ee
+      DISPLAY: ""
+      # Any env starting with `CYPRESS_` will be available to all Cypress tests via `Cypress.env()`
+      # Example: you can get `CYPRESS_FOO` with `Cypress.env("FOO")`
+      CYPRESS_MB_ALL_FEATURES_TOKEN: ${{ secrets.MB_ALL_FEATURES_TOKEN }}
+      CYPRESS_MB_STARTER_CLOUD_TOKEN: ${{ secrets.MB_STARTER_CLOUD_TOKEN }}
+      CYPRESS_MB_PRO_CLOUD_TOKEN: ${{ secrets.MB_PRO_CLOUD_TOKEN }}
+      CYPRESS_MB_PRO_SELF_HOSTED_TOKEN: ${{ secrets.MB_PRO_SELF_HOSTED_TOKEN }}
+      CYPRESS_PULL_REQUEST_ID: ${{ github.event.pull_request.number || '' }}
+      COMMIT_INFO_MESSAGE: ${{ github.event.pull_request.title || github.event.head_commit.message || github.event.head.sha }}
+      TZ: US/Pacific # to make node match the instance tz
+      CYPRESS_CI: true
+
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          ref: ${{ needs.decide-target-ref.outputs.target-ref }}
+
+      - name: Prepare back-end environment
+        uses: ./.github/actions/prepare-backend
+        with:
+          java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
+
+      - name: Prepare front-end environment
+        uses: ./.github/actions/prepare-frontend
+        with:
+          node-version: "${{ needs.get-build-requirements.outputs.node_version }}"
+
+      - name: Build uberjar with ./bin/build.sh
+        run: ./bin/build.sh
+
+      - name: Retrieve Embedding SDK dist artifact
+        uses: actions/download-artifact@v4
+        with:
+          name: ${{ inputs.cached-embedding-sdk-dist-artifact-name }}
+          path: ${{ github.workspace }}/resources/embedding-sdk
+
+      - name: Prepare Cypress environment
+        id: cypress-prep
+        uses: ./.github/actions/prepare-cypress
+
+      - name: Run Metabase
+        run: node e2e/runner/run_cypress_ci.js start
+
+      - name: Make app db snapshot
+        run: node e2e/runner/run_cypress_ci.js snapshot --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+
+      - name: Run component tests for Embedding SDK
+        run: |
+          node e2e/runner/run_cypress_ci.js component \
+            --browser ${{ steps.cypress-prep.outputs.chrome-path }} \
+            --env grepTags="-@skip-backward-compatibility",grepOmitFiltered=true
+
+      - name: Upload Test Results
+        uses: ./.github/actions/upload-test-results
+        if: always()
+        with:
+          input-path: ./target/junit
+          output-name: e2e-embedding-sdk
+          bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
+          aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ vars.AWS_REGION }}
+          trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
+
+      - name: Upload Cypress Artifacts upon failure
+        uses: actions/upload-artifact@v4
+        if: failure()
+        with:
+          name: cypress-recording-embedding-sdk-cross-version
+          path: |
+            ./cypress
+            ./logs/test.log
+          if-no-files-found: ignore
+
+      - name: Publish Summary
+        if: failure()
+        uses: actions/github-script@v7
+        with:
+          script: | #js
+            const {
+               generateReport,
+               parseReport,
+               formatSummary
+             } = require("./.github/scripts/handle-mochawesome-report.js");
+
+             const report = await generateReport();
+             const results = parseReport(report);
+             const summary = formatSummary(results);
+
+             await core.summary.addRaw(summary).write();

.github/workflows/e2e-component-tests-embedding-sdk-cross-version.yml

@@ -1,230 +0,0 @@
-name: E2E Cross-version Component Tests for Embedding SDK
-
-on:
-  workflow_call:
-
-jobs:
-  files-changed:
-    name: "SDK cross-version E2E > Check which files changed"
-    runs-on: ubuntu-22.04
-    timeout-minutes: 3
-    outputs:
-      e2e_all: ${{ steps.changes.outputs.e2e_all }}
-    steps:
-      - uses: actions/checkout@v4
-      - name: Test which files changed
-        uses: dorny/paths-filter@v3.0.0
-        id: changes
-        with:
-          token: ${{ github.token }}
-          filters: .github/file-paths.yaml
-
-  # if this is a test on a release branch, we need to check the build requirements
-  get-build-requirements:
-    name: "SDK cross-version E2E > [Backport only] Get build requirements"
-    if: |
-      !cancelled()
-    runs-on: ubuntu-22.04
-    timeout-minutes: 10
-    outputs:
-      java_version: ${{ fromJson(steps.dependencies.outputs.result).java_version }}
-      node_version: ${{ fromJson(steps.dependencies.outputs.result).node_version }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          sparse-checkout: release
-      - name: Prepare build scripts
-        run: cd ${{ github.workspace }}/release && yarn && yarn build
-      - name: Get build dependencies
-        uses: actions/github-script@v7
-        id: dependencies
-        with:
-          script: | # js
-            const {
-              getBuildRequirements,
-              getVersionFromReleaseBranch,
-            } = require('${{ github.workspace }}/release/dist/index.cjs');
-            const targetBranchName = '${{ github.base_ref || github.ref }}';
-
-            const version = getVersionFromReleaseBranch(targetBranchName);
-            const requirements = getBuildRequirements(version);
-
-            return {
-              java_version: requirements.java,
-              node_version: requirements.node,
-            };
-
-  build:
-    name: "SDK cross-version E2E > Build uberjar"
-    needs: [files-changed, get-build-requirements]
-    if: |
-      !cancelled()
-    runs-on: ubuntu-22.04
-    timeout-minutes: 25
-    env:
-      MB_EDITION: ee
-      INTERACTIVE: false
-      # make sure that builds on release branches get licenses, because we use them for releases
-      SKIP_LICENSES: ${{ github.event_name == 'pull_request' }}
-    steps:
-      - uses: actions/checkout@v4
-      - name: Prepare front-end environment
-        uses: ./.github/actions/prepare-frontend
-        with:
-          node-version: "${{ needs.get-build-requirements.outputs.node_version }}"
-      - name: Prepare back-end environment
-        uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: uberjar
-          java-version: "${{ needs.get-build-requirements.outputs.java_version || 11 }}"
-
-      - name: Build uberjar with ./bin/build.sh
-        run: ./bin/build.sh
-
-      - name: Prepare uberjar artifact
-        uses: ./.github/actions/prepare-uberjar-artifact
-        with:
-          name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar-cross-version
-
-  resolve-sdk-version:
-    name: "SDK cross-version E2E > Resolve SDK version"
-    if: |
-      !cancelled()
-    runs-on: ubuntu-22.04
-    timeout-minutes: 10
-    outputs:
-      sdk_version: ${{ fromJson(steps.dependencies.outputs.result).sdk_version }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          sparse-checkout: release
-      - name: Prepare build scripts
-        run: cd ${{ github.workspace }}/release && yarn && yarn build
-      - name: Get latest SDK release for this branch
-        uses: actions/github-script@v7
-        id: dependencies
-        with:
-          script: | # js
-            const { getSdkVersionFromReleaseBranchName } = require('${{ github.workspace }}/release/dist/index.cjs');
-            const branchName = '${{ github.base_ref || github.ref }}';
-
-            const sdk_version = await getSdkVersionFromReleaseBranchName({
-              github,
-              owner: context.repo.owner,
-              repo: context.repo.repo,
-              branchName,
-            });
-
-            return {
-              sdk_version,
-            };
-
-  e2e-tests:
-    name: "SDK cross-version E2E > Run e2e tests"
-    needs: [get-build-requirements, build, resolve-sdk-version]
-    if: |
-      !cancelled() && needs.build.result == 'success'
-    runs-on: ubuntu-22.04
-    timeout-minutes: 45
-    env:
-      MB_EDITION: ee
-      DISPLAY: ""
-      # Any env starting with `CYPRESS_` will be available to all Cypress tests via `Cypress.env()`
-      # Example: you can get `CYPRESS_FOO` with `Cypress.env("FOO")`
-      CYPRESS_MB_ALL_FEATURES_TOKEN: ${{ secrets.MB_ALL_FEATURES_TOKEN }}
-      CYPRESS_MB_STARTER_CLOUD_TOKEN: ${{ secrets.MB_STARTER_CLOUD_TOKEN }}
-      CYPRESS_MB_PRO_CLOUD_TOKEN: ${{ secrets.MB_PRO_CLOUD_TOKEN }}
-      CYPRESS_MB_PRO_SELF_HOSTED_TOKEN: ${{ secrets.MB_PRO_SELF_HOSTED_TOKEN }}
-      CYPRESS_PULL_REQUEST_ID: ${{ github.event.pull_request.number || '' }}
-      COMMIT_INFO_MESSAGE: ${{ github.event.pull_request.title || github.event.head_commit.message || github.event.head.sha }}
-      TZ: US/Pacific # to make node match the instance tz
-      CYPRESS_CI: true
-
-    steps:
-      - uses: actions/checkout@v4
-
-      # Needed to omit newly added tests for functionality that is not yet released
-      - name: Sparse checkout tests from SDK release commit
-        uses: actions/checkout@v4
-        with:
-          ref: embedding-sdk-${{ needs.resolve-sdk-version.outputs.sdk_version }}
-          path: sdk-release-e2e
-          sparse-checkout: e2e
-
-      - name: Move tests from the release commit into the repo
-        run: |
-          rm -rf ./e2e/support/*
-          mv ./sdk-release-e2e/e2e/support/* ./e2e/support
-
-          rm -rf ./e2e/test-component/*
-          mv ./sdk-release-e2e/e2e/test-component/* ./e2e/test-component
-        shell: bash
-
-      - name: Retrieve uberjar artifact for ee
-        uses: actions/download-artifact@v4
-        with:
-          name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar-cross-version
-
-      - name: Prepare front-end environment
-        uses: ./.github/actions/prepare-frontend
-
-      - name: Prepare JDK ${{ needs.get-build-requirements.outputs.java_version || 11 }}
-        uses: actions/setup-java@v4
-        with:
-          java-version: ${{ needs.get-build-requirements.outputs.java_version || 11 }}
-          distribution: "temurin"
-
-      - name: Prepare Cypress environment
-        id: cypress-prep
-        uses: ./.github/actions/prepare-cypress
-
-      - name: Install Embedding SDK package v${{ needs.resolve-sdk-version.outputs.sdk_version }}
-        run: yarn add @metabase/embedding-sdk-react@${{ needs.resolve-sdk-version.outputs.sdk_version }}
-
-      - name: Run Metabase
-        run: node e2e/runner/run_cypress_ci.js start
-
-      - name: Make app db snapshot
-        run: node e2e/runner/run_cypress_ci.js snapshot --browser ${{ steps.cypress-prep.outputs.chrome-path }}
-
-      - name: Run component tests for Embedding SDK
-        run: node e2e/runner/run_cypress_ci.js component --browser ${{ steps.cypress-prep.outputs.chrome-path }}
-
-      - name: Upload Test Results
-        uses: ./.github/actions/upload-test-results
-        if: always()
-        with:
-          input-path: ./target/junit
-          output-name: e2e-embedding-sdk
-          bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
-          aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
-          aws-region: ${{ vars.AWS_REGION }}
-          trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
-
-      - name: Upload Cypress Artifacts upon failure
-        uses: actions/upload-artifact@v4
-        if: failure()
-        with:
-          name: cypress-recording-embedding-sdk-cross-version
-          path: |
-            ./cypress
-            ./logs/test.log
-          if-no-files-found: ignore
-
-      - name: Publish Summary
-        if: failure()
-        uses: actions/github-script@v7
-        with:
-          script: | #js
-            const {
-               generateReport,
-               parseReport,
-               formatSummary
-             } = require("./.github/scripts/handle-mochawesome-report.js");
-
-             const report = await generateReport();
-             const results = parseReport(report);
-             const summary = formatSummary(results);
-
-             await core.summary.addRaw(summary).write();

.github/workflows/e2e-component-tests-embedding-sdk.yml

@@ -83,7 +83,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
 
       - name: Build uberjar with ./bin/build.sh
@@ -116,7 +115,7 @@ jobs:
       CYPRESS_MB_PRO_CLOUD_TOKEN: ${{ secrets.MB_PRO_CLOUD_TOKEN }}
       CYPRESS_MB_PRO_SELF_HOSTED_TOKEN: ${{ secrets.MB_PRO_SELF_HOSTED_TOKEN }}
       CYPRESS_PULL_REQUEST_ID: ${{ github.event.pull_request.number || '' }}
-      CYPRESS_IS_EMBEDDING_SDK: true
+      CYPRESS_IS_EMBEDDING_SDK: "true"
       COMMIT_INFO_MESSAGE: ${{ github.event.pull_request.title || github.event.head_commit.message || github.event.head.sha }}
       TZ: US/Pacific # to make node match the instance tz
       CYPRESS_CI: true
@@ -144,8 +143,6 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Retrieve Embedding SDK dist artifact
         uses: actions/download-artifact@v4

.github/workflows/e2e-cross-version-for-breaking-changes.yml

@@ -1,162 +0,0 @@
-name: E2E cross-version for breaking changes
-
-# See `bin/backward-compatibility-test.js` for the documentation of this workflow.
-
-on:
-  workflow_dispatch:
-    inputs:
-      fe-ref:
-        description: "Frontend git ref to use"
-        type: string
-        required: true
-        default: "master"
-      be-ref:
-        description: "Backend git ref to use"
-        type: string
-        required: true
-        default: "master"
-      total-shards:
-        description: "Total number of parallel test shards"
-        type: number
-        required: false
-        default: 4
-  workflow_call:
-    inputs:
-      fe-ref:
-        description: "Frontend git ref to use"
-        type: string
-        required: true
-      be-ref:
-        description: "Backend git ref to use"
-        type: string
-        required: true
-      total-shards:
-        description: "Total number of parallel test shards"
-        type: number
-        required: false
-        default: 4
-
-jobs:
-  generate-matrix:
-    name: "Breaking changes E2E > Generate matrix"
-    runs-on: ubuntu-latest
-    outputs:
-      matrix_json: ${{ steps.set_matrix.outputs.matrix_json }}
-      shards_total: ${{ steps.set_matrix.outputs.shards_total }}
-    steps:
-      - name: Set up shard matrix
-        id: set_matrix
-        uses: actions/github-script@v7
-        with:
-          # generate an output like `{"matrixJson": "{\"shard\": [1, 2, 3, 4]}", "shardsTotal": 4}` to be used in the other jobs
-          script: |
-            const totalShards = parseInt(process.env.TOTAL_SHARDS_INPUT, 10);
-
-            const matrix = { shard: Array.from({ length: totalShards }, (_, i) => i + 1) };
-
-            console.log("Generated matrix JSON", matrix);
-            console.log(`Total shards: ${totalShards}`);
-
-            core.setOutput('matrix_json', JSON.stringify(matrix));
-            core.setOutput('shards_total', totalShards);
-        env:
-          TOTAL_SHARDS_INPUT: ${{ inputs.total-shards }}
-
-  build-jar:
-    name: "Breaking changes E2E > Build jar"
-    runs-on: ubuntu-22.04
-    timeout-minutes: 45
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Prepare Node.js
-        # We're not using `actions/prepare-frontend` because we don't want to install deps from the root repo
-        # nor we want to touch the cache as we'll be potentially be installing different versions of packages
-        uses: actions/setup-node@v4
-        with:
-          node-version-file: ".nvmrc"
-
-      - name: Prepare back-end environment
-        uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: cross-version-uberjar
-
-      - name: Build jar with different frontend and backend version
-        env:
-          MB_EDITION: ee
-          CYPRESS_CI: true
-        run: |
-          node bin/backward-compatibility-test.js \
-            ${{ inputs.fe-ref }} ${{ inputs.be-ref }} \
-            build
-
-      - name: Upload Uberjar
-        uses: actions/upload-artifact@v4
-        with:
-          name: metabase-jar-cross-version
-          path: .tmp/metabase-be/target/uberjar/metabase.jar
-          if-no-files-found: error
-
-  run-breaking-changes-tests:
-    name: "Breaking changes E2E > Run breaking changes tests"
-    needs: [build-jar, generate-matrix]
-    runs-on: ubuntu-22.04
-    timeout-minutes: 45
-    env:
-      TOTAL_SHARDS: ${{ needs.generate-matrix.outputs.shards_total }}
-    strategy:
-      fail-fast: false
-      matrix: ${{ fromJson(needs.generate-matrix.outputs.matrix_json) }}
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Prepare Node.js
-        uses: actions/setup-node@v4
-        with:
-          node-version-file: ".nvmrc"
-
-      - name: Prepare back-end environment
-        uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: cross-version-uberjar
-
-      - name: Download Uberjar
-        uses: actions/download-artifact@v4
-        with:
-          name: metabase-jar-cross-version
-          path: .tmp/metabase-be/target/uberjar/
-
-      - name: Download FE repo
-        run: |
-          git clone --depth 1 -b ${{ inputs.fe-ref }} https://github.com/metabase/metabase.git .tmp/metabase-fe
-
-      - name: Install FE dependencies
-        working-directory: .tmp/metabase-fe
-        run: |
-          yarn install
-
-      - name: Prepare Cypress environment
-        id: cypress-prep
-        uses: ./.github/actions/prepare-cypress
-        with:
-          working-directory: .tmp/metabase-fe
-
-      - name: Run the tests
-        env:
-          MB_EDITION: ee
-          CYPRESS_MB_ALL_FEATURES_TOKEN: ${{ secrets.MB_ALL_FEATURES_TOKEN }}
-          CYPRESS_MB_STARTER_CLOUD_TOKEN: ${{ secrets.MB_STARTER_CLOUD_TOKEN }}
-          CYPRESS_MB_PRO_CLOUD_TOKEN: ${{ secrets.MB_PRO_CLOUD_TOKEN }}
-          CYPRESS_MB_PRO_SELF_HOSTED_TOKEN: ${{ secrets.MB_PRO_SELF_HOSTED_TOKEN }}
-          CYPRESS_CI: true
-        run: |
-          node bin/backward-compatibility-test.js \
-            ${{ inputs.fe-ref }} ${{ inputs.be-ref }} \
-            start > /dev/null & \
-            node bin/backward-compatibility-test.js \
-            ${{ inputs.fe-ref }} ${{ inputs.be-ref }} \
-            test ${{ matrix.shard}}/${{ env.TOTAL_SHARDS }}

.github/workflows/e2e-embedding-sdk-compatibility-tests.yml

@@ -167,7 +167,6 @@ jobs:
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
         with:
-          m2-cache-key: uberjar
           java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
 
       - name: Build uberjar with ./bin/build.sh
@@ -178,12 +177,12 @@ jobs:
         with:
           name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
 
-      - name: Compile CLJS
-        run: yarn build-pure:cljs
-        shell: bash
-
       - name: Build Embedding SDK package
-        run: yarn build-embedding-sdk
+        run: |
+          # Remove the matchers to not report false positives on every PR
+          # unrelated to embedding (EMB-765)
+          echo "::remove-matcher owner=tsc::"
+          yarn build-embedding-sdk-package
 
       - name: Prepare Embedding SDK artifact
         uses: actions/upload-artifact@v4
@@ -196,7 +195,7 @@ jobs:
   # - starts it
   # - runs its Cypress tests against the local metabase.jar and local @metabase/embedding-sdk-react package.
   # The job is not required, though if it's failing better to be sure that it's not caused by a breaking change.
-  # For more details see `Sample Apps compatibility with Embedding SDK tests` in `enterprise/frontend/src/embedding-sdk/dev.md`
+  # For more details see `Sample Apps compatibility with Embedding SDK tests` in `enterprise/frontend/src/embedding-sdk-package/dev.md`
   e2e-sample-apps-tests:
     needs: [get-build-requirements, get-sample-apps-data, build]
     strategy:
@@ -215,7 +214,7 @@ jobs:
       PR_NUMBER: ${{ github.event.pull_request.number || '' }}
       HASH: ${{ github.event.pull_request.head.sha || github.sha }}-${{ github.run_attempt }}
       CYPRESS_MB_ALL_FEATURES_TOKEN: ${{ secrets.MB_ALL_FEATURES_TOKEN }}
-      CYPRESS_IS_EMBEDDING_SDK: true
+      CYPRESS_IS_EMBEDDING_SDK: "true"
       TZ: US/Pacific # to make node match the instance tz
       CYPRESS_CI: true
       SAMPLE_APP_BRANCH_NAME: ${{ needs.get-sample-apps-data.outputs.branch_name }}
@@ -320,18 +319,19 @@ jobs:
   # - starts an app
   # - runs its Cypress tests against the e2e test metabase instance and local @metabase/embedding-sdk-react package.
   # The job is not required, though if it's failing better to be sure that it's not caused by a breaking change.
-  # For more details see `Embedding SDK integration tests with Host Apps` in `enterprise/frontend/src/embedding-sdk/dev.md`
+  # For more details see `Embedding SDK integration tests with Host Apps` in `enterprise/frontend/src/embedding-sdk-package/dev.md`
   e2e-host-apps-tests:
     needs: [get-build-requirements, build]
     strategy:
       matrix:
-        test_suite: [
-          "vite-6-host-app-e2e",
-          "next-15-app-router-host-app-e2e",
-          "next-15-pages-router-host-app-e2e",
-          "angular-20-host-app-e2e",
-        ]
-        environment: [ "production", "development" ]
+        test_suite:
+          [
+            "vite-6-host-app-e2e",
+            "next-15-app-router-host-app-e2e",
+            "next-15-pages-router-host-app-e2e",
+            "angular-20-host-app-e2e",
+          ]
+        environment: ["production", "development"]
     if: |
       !cancelled() && needs.build.result == 'success'
     runs-on: ubuntu-22.04
@@ -344,7 +344,7 @@ jobs:
       PR_NUMBER: ${{ github.event.pull_request.number || '' }}
       HASH: ${{ github.event.pull_request.head.sha || github.sha }}-${{ github.run_attempt }}
       CYPRESS_MB_ALL_FEATURES_TOKEN: ${{ secrets.MB_ALL_FEATURES_TOKEN }}
-      CYPRESS_IS_EMBEDDING_SDK: true
+      CYPRESS_IS_EMBEDDING_SDK: "true"
       TZ: US/Pacific # to make node match the instance tz
       CYPRESS_CI: true
       HOST_APP_ENVIRONMENT: ${{ matrix.environment }}

.github/workflows/e2e-test.yml

@@ -57,9 +57,18 @@ jobs:
       TZ: US/Pacific # to make node match the instance tz
       CYPRESS_CI: true
       CYPRESS_QA_DB_MONGO: ${{ inputs.name == 'mongo' }}
-      CYPRESS_IS_EMBEDDING_SDK: ${{ inputs.name == 'embedding-sdk' }}
+      CYPRESS_IS_EMBEDDING_SDK: "${{ inputs.name == 'embedding-sdk' }}"
     steps:
       - uses: actions/checkout@v4
+        with:
+          submodules: true
+          token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+
+      - name: Setup python-runner
+        if: ${{ inputs.name == 'python' }}
+        env:
+          METABASE_AUTOMATION_USER_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
+        run: ./.github/scripts/setup-python-runner.sh
 
       - name: Prepare Docker containers
         uses: ./.github/actions/e2e-prepare-containers
@@ -79,9 +88,11 @@ jobs:
         uses: ./.github/actions/run-embedding-sdk-storybook
 
       - name: Retrieve uberjar artifact for ${{ inputs.edition }}
-        uses: actions/download-artifact@v4
+        uses: ./.github/actions/fetch-artifact
         with:
           name: metabase-${{ inputs.edition }}-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
+          extract-path: "target/uberjar"
+          output-name: "metabase.jar"
 
       - name: Prepare front-end environment
         uses: ./.github/actions/prepare-frontend
@@ -121,7 +132,7 @@ jobs:
           SPLIT_INDEX: ${{ inputs.split_index }}
           SPLIT_FILE: "./e2e/support/timings.json"
           SPLIT_OUTPUT_FILE: "newTimes.json"
-          SPLIT_TIME_THRESHOLD: 5.0
+          SPLIT_TIME_THRESHOLD: 0.01 # 1% threshold for changes
           # do not write cypress-split summary to github
           SPLIT_SUMMARY: false
           SPEC_PATH: ${{ env.specs || inputs.specs }}
@@ -129,9 +140,14 @@ jobs:
         run: |
           echo "Running tests with specs: $SPEC_PATH"
           node e2e/runner/run_cypress_ci.js e2e \
-            --env grepTags="-@mongo+-@flaky+-@OSS --@quarantine",grepOmitFiltered=true \
+            --env grepTags="-@mongo+-@python+-@flaky+-@OSS+-@skip",grepOmitFiltered=true \
             --spec "$SPEC_PATH" \
             --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+        # Trunk Quarantine controls the final state of the run in the CI!
+        # Even if this step fails, we let it pass and then `trunk-io/analytics-uploader` determines whether to fail or to
+        # pass the whole job, based on the quarantine list.
+        # We only want to "continue on error" (ignore failures) when the Trunk upload is active - i.e. not on drafts!
+        continue-on-error: ${{ !(github.event_name == 'pull_request' && github.event.pull_request.draft == true) }}
 
       - name: Run Tagged EE Cypress tests on ${{ inputs.name }}
         if: ${{ inputs.specs }}
@@ -141,21 +157,28 @@ jobs:
         run: |
           echo "Running tests with specs: $SPEC_PATH"
           node e2e/runner/run_cypress_ci.js e2e \
-          --env grepTags="${{inputs.tags}} --@quarantine",grepOmitFiltered=true \
+          --env grepTags="${{inputs.tags && format('{0}+-@skip', inputs.tags) || '-@skip'}}",grepOmitFiltered=true \
           --spec "$SPEC_PATH" \
           --browser ${{ steps.cypress-prep.outputs.chrome-path }}
+        # Trunk Quarantine controls the final state of the run in the CI!
+        # Even if this step fails, we let it pass and then `trunk-io/analytics-uploader` determines whether to fail or to
+        # pass the whole job, based on the quarantine list.
+        # We only want to "continue on error" (ignore failures) when the Trunk upload is active - i.e. not on drafts!
+        continue-on-error: ${{ !(github.event_name == 'pull_request' && github.event.pull_request.draft == true) }}
 
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
         if: always()
         with:
           input-path: ./target/junit
+          # Related to our custom upload to S3
           output-name: e2e-${{ inputs.name }}
-          variant: e2e-tests
           bucket: ${{ vars.AWS_S3_TEST_RESULTS_BUCKET }}
           aws-access-key-id: ${{ secrets.AWS_TEST_RESULTS_ACCESS_KEY_ID }}
           aws-secret-access-key: ${{ secrets.AWS_TEST_RESULTS_SECRET_ACCESS_KEY }}
           aws-region: ${{ vars.AWS_REGION }}
+          # Related to Trunk uploader
+          variant: e2e-tests
           trunk-api-token: ${{ secrets.TRUNK_API_TOKEN }}
 
       - name: Upload Cypress Artifacts upon failure
@@ -175,6 +198,51 @@ jobs:
           name: failed-tests-${{ inputs.name }}-${{ inputs.edition }}
           path: ./cypress/test-results
 
+      - name: Extract chunk-specific changed timings
+        id: extract-timings
+        if: inputs.split_index >= 0 && github.ref == 'refs/heads/master'
+        continue-on-error: true
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const fs = require('fs');
+            const oldTimingsPath = "./e2e/support/timings.json";
+            const newTimingsPath = "./e2e/support/newTimes.json";
+
+            if (!fs.existsSync(newTimingsPath)) {
+              throw new Error(`newTimes.json not found - cypress-split may not have generated it`);
+            }
+
+            if (!fs.existsSync(oldTimingsPath)) {
+              throw new Error(`Original timings file ${oldTimingsPath} not found`);
+            }
+
+            const oldTimings = fs.existsSync(oldTimingsPath)
+              ? JSON.parse(fs.readFileSync(oldTimingsPath, "utf8"))
+              : { durations: [] };
+
+            const newTimings = fs.existsSync(newTimingsPath)
+              ? JSON.parse(fs.readFileSync(newTimingsPath, "utf8"))
+              : { durations: [] };
+
+            const { extractChangedTimings } = require('${{ github.workspace }}/.github/scripts/extract-changed-timings.js');
+
+            const result = extractChangedTimings({ oldTimings, newTimings });
+
+            if (result.hasChanges) {
+              core.setOutput('has-changes', 'true');
+              fs.writeFileSync('chunkTimings.json', JSON.stringify(result.changedTimings, null, 2));
+              console.log(`Extracted ${Object.keys(result.changedTimings).length} changed timings for chunk index ${{ inputs.split_index }}`);
+            }
+
+      - name: Upload Timing Data
+        uses: actions/upload-artifact@v4
+        if: steps.extract-timings.outcome == 'success' && steps.extract-timings.outputs.has-changes == 'true'
+        with:
+          name: timing-data-${{ inputs.name }}-${{ inputs.split_index }}
+          path: chunkTimings.json
+          retention-days: 1 # gets merged immediately by parent workflow
+
       - name: Publish Summary
         if: failure()
         uses: actions/github-script@v7

.github/workflows/e2e-tests.yml

@@ -22,72 +22,6 @@ jobs:
       chunks: 50
       specs: ${{ inputs.specs }}
 
-  # if this is a test on a release branch, we need to check the build requirements
-  get-build-requirements:
-    if: |
-      !cancelled() &&
-      contains(github.ref, 'release-x')
-    runs-on: ubuntu-22.04
-    timeout-minutes: 10
-    outputs:
-      java_version: ${{ fromJson(steps.dependencies.outputs.result).java_version }}
-      node_version: ${{ fromJson(steps.dependencies.outputs.result).node_version }}
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          sparse-checkout: release
-      - name: Prepare build scripts
-        run: cd ${{ github.workspace }}/release && yarn && yarn build
-      - name: Get build dependencies
-        uses: actions/github-script@v7
-        id: dependencies
-        with:
-          script: | # js
-            const { getBuildRequirements, getVersionFromReleaseBranch } = require('${{ github.workspace }}/release/dist/index.cjs');
-
-            const version = getVersionFromReleaseBranch('${{ github.ref }}');
-            const requirements = getBuildRequirements(version);
-
-            return {
-              java_version: requirements.java,
-              node_version: requirements.node,
-            };
-
-  build:
-    needs: [get-build-requirements]
-    if: ${{ !cancelled() && !inputs.skip }}
-    runs-on: ubuntu-22.04
-    timeout-minutes: 15
-    strategy:
-      matrix:
-        edition: [oss, ee]
-    env:
-      MB_EDITION: ${{ matrix.edition }}
-      INTERACTIVE: false
-      # make sure that builds on release branches get licenses, because we use them for releases
-      SKIP_LICENSES: ${{ github.event_name == 'pull_request' }}
-    steps:
-      - uses: actions/checkout@v4
-      - name: Prepare front-end environment
-        uses: ./.github/actions/prepare-frontend
-        with:
-          node-version: "${{ needs.get-build-requirements.outputs.node_version }}"
-      - name: Prepare back-end environment
-        uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: uberjar
-          java-version: "${{ needs.get-build-requirements.outputs.java_version || 21 }}"
-
-      - name: Build uberjar with ./bin/build.sh
-        timeout-minutes: 10
-        run: ./bin/build.sh
-        shell: bash
-
-      - name: Prepare uberjar artifact
-        uses: ./.github/actions/prepare-uberjar-artifact
-        with:
-          name: metabase-${{ matrix.edition }}-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
-
   reset-e2e-test-comment:
     if: ${{ github.event_name == 'pull_request' }}
     runs-on: ubuntu-latest
@@ -124,9 +58,8 @@ jobs:
     uses: ./.github/workflows/e2e-test.yml
     needs:
       - e2e-matrix-builder
-      - build
     if: |
-      !cancelled() && needs.build.result == 'success'
+      !cancelled() && !inputs.skip
     strategy:
       fail-fast: false
       matrix: ${{ fromJson(needs.e2e-matrix-builder.outputs.matrix) }}
@@ -145,16 +78,77 @@ jobs:
     name: Flaky e2e Tests
     uses: ./.github/workflows/e2e-test.yml
     needs:
-      - build
       - e2e-matrix-builder
     # skip flaky test run if only e2e specs changed as an optimization
     if: |
-      !cancelled() && needs.build.result == 'success' && needs.e2e-matrix-builder.outputs.isDefaultSpecPattern == 'true'
+      !cancelled() && !inputs.skip && needs.e2e-matrix-builder.outputs.isDefaultSpecPattern == 'true'
     secrets: inherit
     with:
       name: Flaky
       tags: "@flaky"
 
+  collect-timings:
+    name: Collect E2E Timings
+    runs-on: ubuntu-22.04
+    timeout-minutes: 10
+    needs: e2e-tests
+    if: always() && !cancelled() && github.ref == 'refs/heads/master'
+    steps:
+      - uses: actions/checkout@v4
+        with:
+          sparse-checkout: |
+            .github
+            e2e/support
+          sparse-checkout-cone-mode: false
+
+      - name: Download all timing artifacts
+        uses: actions/download-artifact@v4
+        with:
+          pattern: timing-data-*
+          path: timing-files
+          merge-multiple: false
+        continue-on-error: true
+
+      - name: Merge split timings
+        id: merge
+        continue-on-error: true
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const fs = require('fs');
+            const path = require('path');
+
+            const globber = await glob.create('timing-files/*/chunkTimings.json');
+            const chunkFiles = await globber.glob();
+
+            const specs = new Map();
+            chunkFiles.forEach(file => {
+              const { durations = [] } = JSON.parse(fs.readFileSync(file, 'utf8'));
+              durations.forEach(({ spec, duration }) => specs.set(spec, duration));
+            });
+
+            if (specs.size === 0) {
+              throw new Error('No timing data found - no specs had timing changes');
+            }
+
+            const outputPath = 'e2e/support/runTimings.json';
+            fs.mkdirSync(path.dirname(outputPath), { recursive: true });
+
+            const runTimings = {
+              durations: [...specs].map(([spec, duration]) => ({ spec, duration }))
+            };
+
+            fs.writeFileSync(outputPath, JSON.stringify(runTimings, null, 2));
+            console.log(`Merged timing data for ${specs.size} specs`);
+
+      - name: Upload merged timing files
+        if: steps.merge.outcome == 'success'
+        uses: actions/upload-artifact@v4
+        with:
+          name: merged-e2e-timings
+          path: e2e/support/runTimings.json
+          retention-days: 7
+
   e2e-tests-result:
     needs:
       - e2e-tests
@@ -181,11 +175,3 @@ jobs:
             echo "E2E Tests failed"
             exit 1
           fi
-
-  pr-env:
-    needs: [build]
-    if: |
-      !cancelled() &&
-      contains(github.event.pull_request.labels.*.name, 'PR-Env')
-    uses: ./.github/workflows/pr-env.yml
-    secrets: inherit

.github/workflows/embedding-sdk-labels-reminder.yml

@@ -0,0 +1,49 @@
+name: Embedding SDK Labels Reminder
+
+on:
+  pull_request:
+    types: [auto_merge_enabled, review_requested, labeled, unlabeled, synchronize]
+    branches:
+      - "master"
+  merge_group:
+
+jobs:
+  files-changed:
+    name: Check which files changed
+    runs-on: ubuntu-22.04
+    timeout-minutes: 3
+    outputs:
+      frontend_embedding_sdk_package_sources: ${{ steps.changes.outputs.frontend_embedding_sdk_package_sources }}
+    steps:
+      - uses: actions/checkout@v4
+      - name: Test which files changed
+        uses: dorny/paths-filter@v3.0.0
+        id: changes
+        with:
+          token: ${{ github.token }}
+          filters: .github/file-paths.yaml
+
+  embedding-sdk-package-no-release-notes-reminder:
+    needs: [ files-changed ]
+    if: |
+      !cancelled() &&
+      (needs.files-changed.outputs.frontend_embedding_sdk_package_sources == 'true')
+    name: Embedding SDK package release-notes/no-release-notes label reminder
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    steps:
+      - uses: actions/checkout@v4
+      - uses: jesusvasquez333/verify-pr-label-action@v1.4.0
+        id: verify-release-notes-labels
+        with:
+          github-token: '${{ secrets.GITHUB_TOKEN }}'
+          valid-labels: 'release-notes, no-release-notes'
+          disable-reviews: true
+      - name: Comment on PR if label should be added
+        if: ${{ always() }}
+        uses: ./.github/actions/notify-pull-request
+        with:
+          remove-previous-comment: true
+          add-new-comment: ${{ steps.verify-release-notes-labels.outcome == 'failure' }}
+          message: "⚠️ Changes were made to the <b>Embedding SDK Package</b>. Review this PR and apply one of the following labels.<br><br>- <code>release-notes</code> — select if this PR must be included in the main Metabase changelog release notes.<br>- <code>no-release-notes</code> — select if this PR should not be included in the main Metabase changelog release notes."
+          include-log: true

.github/workflows/embedding-sdk.yml

@@ -40,10 +40,12 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Build Embedding SDK package
-        run: yarn build-embedding-sdk
+        run: |
+          # Remove the matchers to not report false positives on every PR
+          # unrelated to embedding (EMB-765)
+          echo "::remove-matcher owner=tsc::"
+          yarn build-embedding-sdk-package
       - name: Prepare Embedding SDK artifact
         uses: actions/upload-artifact@v4
         with:
@@ -137,7 +139,7 @@ jobs:
         if: ${{ steps.docs-generation.outcome == 'failure' }}
         run: exit 1
 
-  # See `Component e2e tests` in `enterprise/frontend/src/embedding-sdk/dev.md`
+  # See `Component e2e tests` in `enterprise/frontend/src/embedding-sdk-package/dev.md`
   sdk-e2e-tests:
     name: "SDK e2e tests"
     uses: ./.github/workflows/e2e-component-tests-embedding-sdk.yml
@@ -146,24 +148,13 @@ jobs:
     with:
       cached-embedding-sdk-dist-artifact-name: embedding-sdk-${{ github.event.pull_request.head.sha || github.sha }}
 
-  e2e-component-tests-embedding-sdk-cross-version:
-    name: "[Backport only] SDK e2e cross version tests"
-    # run on: every push on release branches, and every pr that targets a release branch
-    if: ${{ startsWith(github.ref, 'refs/heads/release-x.') || (github.event_name == 'pull_request' && startsWith(github.base_ref, 'release-x.')) }}
-    uses: ./.github/workflows/e2e-component-tests-embedding-sdk-cross-version.yml
+  e2e-component-tests-embedding-sdk-backward-compatibility:
+    name: "SDK e2e backward compatibility tests"
+    uses: ./.github/workflows/e2e-component-tests-embedding-sdk-backward-compatibility.yml
+    needs: [build]
     secrets: inherit
-
-  # Temporarily skipped because the cypress runner crashes
-  # See `bin/backward-compatibility-test.js` for the documentation of this workflow.
-  # cross-version-for-breaking-changes:
-  # name: "[NOT REQUIRED - Experimental - Backport only] detect breaking changes with cross versions tests"
-  #   # run on: every pr that targets a release branch, it does NOT run for pr targeting master
-  #   if: ${{ github.event_name == 'pull_request' && startsWith(github.base_ref, 'release-x.') }}
-  #   uses: ./.github/workflows/e2e-cross-version-for-breaking-changes.yml
-  #   secrets: inherit
-  #   with:
-  #     fe-ref: ${{ github.base_ref }}
-  #     be-ref: ${{ github.head_ref }}
+    with:
+      cached-embedding-sdk-dist-artifact-name: embedding-sdk-${{ github.event.pull_request.head.sha || github.sha }}
 
   embedding-sdk-tests-result:
     needs:
@@ -171,7 +162,7 @@ jobs:
       - embedding-sdk-docs-snippets-type-check
       - embedding-sdk-api-documentation-generation-validation
       - sdk-e2e-tests
-      - e2e-component-tests-embedding-sdk-cross-version
+      - e2e-component-tests-embedding-sdk-backward-compatibility
     if: always() && !cancelled()
     runs-on: ubuntu-latest
     timeout-minutes: 5

.github/workflows/frontend-unit-test-stress-test-flake-fix.yml

@@ -43,8 +43,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Build cljs
         run: yarn build:cljs
       - name: Stress-test ${{ github.event.inputs.spec }} ${{ github.event.inputs.burn_in }} times

.github/workflows/frontend.yml

@@ -9,6 +9,16 @@ on:
       skip-lint:
         type: boolean
         default: false
+  workflow_dispatch:
+    inputs:
+      skip:
+        description: "Skip main frontend jobs (type-check, unit tests, timezone tests)"
+        type: boolean
+        default: false
+      skip-lint:
+        description: "Skip linting jobs (prettier, eslint, css variables check)"
+        type: boolean
+        default: false
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}-frontend
@@ -25,8 +35,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Restore ESLint cache
         uses: actions/cache@v4
         with:
@@ -42,6 +50,8 @@ jobs:
         run: yarn run lint-prettier-pure
       - name: Run ESLint linter
         run: yarn run lint-eslint-pure
+      - name: Run CSS linter
+        run: yarn run lint-css
 
   fe-type-check:
     if: ${{ !inputs.skip }}
@@ -53,8 +63,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - run: yarn build-pure:cljs
         name: Compile CLJS
       - run: yarn type-check-pure
@@ -63,8 +71,13 @@ jobs:
   fe-tests-unit:
     if: ${{ !inputs.skip }}
     runs-on: ubuntu-22.04
-    timeout-minutes: 60
+    timeout-minutes: 30
+    strategy:
+      fail-fast: false
+      matrix:
+        shard: [1, 2] # 2 shards for parallel execution
     env:
+      SHARDS: 2 # should match matrix above
       JEST_JUNIT_OUTPUT_DIR: ./target/junit
       JEST_JUNIT_OUTPUT_NAME: test-report-frontend-unit.xml
     steps:
@@ -73,24 +86,14 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
-      - name: Run frontend unit tests and collect the code coverage information
-        if: github.ref_name == 'master'
-        run: yarn run test-unit --coverage --silent
       - name: Run frontend unit tests
-        if: github.ref_name != 'master'
-        run: yarn run test-unit --silent
-      - name: Upload coverage to codecov.io
-        if: github.ref_name == 'master'
-        uses: codecov/codecov-action@v4
-        with:
-          files: ./coverage/lcov.info
-          flags: front-end
-          token: ${{ secrets.CODECOV_TOKEN }}
+        run: yarn run test-unit --silent --shard=${{ matrix.shard }}/${{ env.SHARDS }}
+        # We want Trunk to still receive test reports even if this job fails.
+        # It will filter out the quarantined tests, and will control the job exit code based on the analysis.
+        continue-on-error: true
       - name: Upload Test Results
         uses: ./.github/actions/upload-test-results
-        if: always()
+        if: always() && github.event_name != 'workflow_dispatch'
         with:
           input-path: ./target/junit
           output-name: frontend-unit
@@ -110,8 +113,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
       - name: Run frontend timezones tests
         run: yarn run test-timezones
 

.github/workflows/fuzzing.yml

@@ -7,10 +7,10 @@ on:
       - "master"
       - "release-**"
     paths:
-      - "frontend/src/metabase-lib/expressions/**"
+      - "frontend/src/metabase/querying/expressions/**"
   pull_request:
     paths:
-      - "frontend/src/metabase-lib/expressions/**"
+      - "frontend/src/metabase/querying/expressions/**"
 
 jobs:
   fe-fuzz-lexifier:
@@ -22,9 +22,7 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
-      - run: yarn test-unit frontend/src/metabase-lib/v1/expressions/pratt/fuzz.lexifier.unit.spec.ts
+      - run: yarn test-unit frontend/src/metabase/querying/expressions/pratt/fuzz.lexifier.unit.spec.ts
         env:
           MB_FUZZ: 1
         name: Run fuzz testing on the lexifier
@@ -38,9 +36,7 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
-      - run: yarn test-unit frontend/src/metabase-lib/v1/expressions/fuzz.compiler.unit.spec.ts
+      - run: yarn test-unit frontend/src/metabase/querying/expressions/fuzz.compiler.unit.spec.ts
         env:
           MB_FUZZ: 1
         name: Run fuzz testing on the custom expression compiler
@@ -54,9 +50,7 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
-      - run: yarn test-unit frontend/src/metabase-lib/v1/expressions/fuzz.string.unit.spec.ts
+      - run: yarn test-unit frontend/src/metabase/querying/expressions/fuzz.string.unit.spec.ts
         env:
           MB_FUZZ: 1
         name: Run fuzz testing on the custom expression string quoter

.github/workflows/generative-query-test.yml

@@ -40,8 +40,6 @@ jobs:
           ref: ${{ inputs.ref }}
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: generative-query-test
       - name: Prepare front-end environment
         uses: ./.github/actions/prepare-frontend
 

.github/workflows/i18n.yml

@@ -38,8 +38,6 @@ jobs:
       uses: ./.github/actions/prepare-frontend
     - name: Prepare back-end environment
       uses: ./.github/actions/prepare-backend
-      with:
-        m2-cache-key: 'i18n'
     - name: Install xgettext if necessary
       run: |
         if ! command -v xgettext > /dev/null; then

.github/workflows/links.yml

@@ -1,32 +0,0 @@
-name: Links
-
-on:
-  repository_dispatch:
-  workflow_dispatch:
-  schedule:
-    - cron: "0 0 * * 0"
-
-jobs:
-  linkChecker:
-    runs-on: ubuntu-latest
-    permissions:
-      issues: write # required for peter-evans/create-issue-from-file
-    steps:
-      - uses: actions/checkout@v4
-
-      - name: Link Checker
-        id: lychee
-        uses: lycheeverse/lychee-action@v2
-        with:
-          fail: false
-          args: docs --include-fragments --config ./.lychee/config.toml --verbose --no-progress
-          format: markdown
-
-      - name: Create Issue From File
-        if: steps.lychee.outputs.exit_code != 0
-        uses: peter-evans/create-issue-from-file@v5
-        with:
-          title: Link Checker Report
-          content-filepath: ./.lychee/out.md
-          labels: "Type:Documentation"
-          assignees: jeff-bruemmer

.github/workflows/loki-update.yml

@@ -20,32 +20,12 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Compile CLJS
         run: yarn build-pure:cljs
 
-      - name: Build Storybook
-        # We won't be able to use Storybook play's `userEvent` with production build
-        # see https://github.com/storybookjs/storybook/issues/19758
-        run: NODE_ENV=development yarn build-storybook
-
-      - name: Serve Storybook
-        run: yarn http-server storybook-static -p 6006 &
-        shell: bash
-
-      - name: Wait for Storybook to become available
-        run: |
-          echo "Waiting for Storybook to be served..."
-          while ! curl --silent --fail http://localhost:6006; do
-            sleep 5
-            echo "Retrying..."
-          done
-          echo "Storybook is being served!"
-
       - name: Update Loki Snapshots
-        run: yarn test-visual:loki || yarn test-visual:loki-approve-diff && yarn test-visual:loki-prune
+        run: yarn test-visual:loki:ci || yarn test-visual:loki-approve-diff && yarn test-visual:loki-prune
 
       - name: Check for changes
         id: check-changes

.github/workflows/loki.yml

@@ -47,20 +47,12 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "cljs"
 
       - name: Compile CLJS
         run: NODE_ENV=development yarn build-pure:cljs
 
-      - name: Build Storybook
-        # We won't be able to use Storybook play's `userEvent` with production build
-        # see https://github.com/storybookjs/storybook/issues/19758
-        run: NODE_ENV=development yarn build-storybook
-
       - name: Run Loki Visual Tests
-        run: |
-          yarn loki --requireReference --reactUri file:./storybook-static --chromeFlags='--headless --disable-gpu' --verboseRenderer
+        run: yarn test-visual:loki:ci
 
       - name: Generate Visual Report on Failure
         if: failure()

.github/workflows/mage.yml

@@ -2,7 +2,7 @@ name: Mage Tests
 
 on:
   pull_request:
-    paths: ["mage/**", "test/mage/**"]
+    paths: ["mage/**"]
 
 jobs:
   # run mage tests even if the rest of be isnt needed
@@ -13,8 +13,6 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: 'kondo'
       - name: Setup Babashka
         uses: turtlequeue/setup-babashka@v1.7.0
         with:
@@ -24,4 +22,4 @@ jobs:
       - name: bb task list
         run: bb tasks
       - name: Run mage tests
-        run: bb ./test/mage/runtests.clj
+        run: bb ./mage/test/mage/runtests.clj

.github/workflows/migrations.yml

@@ -16,7 +16,5 @@ jobs:
       - uses: actions/checkout@v4
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: lint-migrations
       - name: Verify Liquibase Migrations
         run: ./bin/mage lint-migrations

.github/workflows/optimize-images.yml

@@ -1,18 +1,19 @@
 name: Auto-Optimize Docs PNG Images
 
 on:
-  push:
-    paths:
-      - 'docs/**/*.png'
+  pull_request:
+    types:
+      - labeled
 
 jobs:
   optimize-images:
     runs-on: ubuntu-latest
-
+    if: ${{ contains(github.event.pull_request.labels.*.name,'Type:Documentation') }}
     steps:
     - name: Checkout repository
       uses: actions/checkout@v4
       with:
+        ref: ${{ github.head_ref }}
         token: ${{ secrets.GITHUB_TOKEN }}
 
     - name: Install pngcrush and bc
@@ -31,8 +32,8 @@ jobs:
       if: steps.changed-files.outputs.any_changed == 'true'
       id: optimize
       run: |
-        echo "Optimizing PNG files with pngcrush..."
-        echo "Branch:" $(git_current_branch)
+        echo "Optimizing new PNG files with pngcrush..."
+        echo "Branch: $(git_current_branch)"
 
         # Initialize tracking variables
         total_files=0

.github/workflows/perf-test-labeled.yml

@@ -9,9 +9,13 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  uberjar:
+    if: ${{ github.event.label.name == 'Run-perf' }}
+    uses: ./.github/workflows/uberjar.yml
+    secrets: inherit
+
   run-perf-test:
+    needs: [uberjar]
     if: ${{ github.event.label.name == 'Run-perf' }}
     uses: ./.github/workflows/perf-test.yml
-    with:
-      wait_for_uberjar: true
     secrets: inherit

.github/workflows/perf-test.yml

@@ -3,11 +3,6 @@ run-name: Run perf test for ${{ github.ref_name }} by @${{ github.actor }}
 
 on:
   workflow_call:
-    inputs:
-      wait_for_uberjar:
-        description: "Wait for uberjar build"
-        required: false
-        type: boolean
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -31,69 +26,12 @@ jobs:
         uses: aws-actions/amazon-ecr-login@v2
         with:
           registries: "${{ secrets.PR_ENV_AWS_ACCOUNT_ID }}"
-      - name: Wait for uberjar
-        id: wait_for_uberjar
-        if: ${{ inputs.wait_for_uberjar == true }}
-        run: |
-          ## Get workflow run id for uberjar build
-          curl -Ls --output e2e-tests.json \
-          -H "Accept: application/vnd.github+json" \
-          -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-          -H "X-GitHub-Api-Version: 2022-11-28" \
-          https://api.github.com/repos/${{ github.repository }}/actions/workflows/run-tests.yml/runs?head_sha=${{ github.event.pull_request.head.sha || github.sha }}
-          ID=$(jq -r '.workflow_runs[0].id' e2e-tests.json)
-          echo "Run ID: ${ID}"
-
-          ## Get workflow run id for uberjar build
-          while [ -z "$JOB_ID" ]; do
-            NEXT_URL="https://api.github.com/repos/${{ github.repository }}/actions/runs/${ID}/jobs?filter=latest"
-
-            # Search for build job
-            echo "Searching for build job..."
-            while [ -z "$JOB_ID" ] && [ -n "$NEXT_URL" ]; do
-              # Get one page of jobs
-              RESPONSE=$(curl -s -i \
-                -H "Accept: application/vnd.github+json" \
-                -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-                -H "X-GitHub-Api-Version: 2022-11-28" \
-                "$NEXT_URL")
-
-              # Extract headers and body
-              HEADERS=$(echo "$RESPONSE" | sed -n '1,/^\r$/p')
-              BODY=$(echo "$RESPONSE" | sed '1,/^\r$/d')
-              LINK_HEADER=$(echo "$HEADERS" | grep -i '^link:' | sed 's/^link: //')
-
-              # Check for next page in Link header
-              if echo "$LINK_HEADER" | grep -q 'rel="next"'; then
-                NEXT_URL=$(echo "$LINK_HEADER" | sed -E 's/.*<([^>]+)>; rel="next".*/\1/')
-              else
-                NEXT_URL=""
-              fi
-
-              # Check for build job
-              JOB_ID=$(echo "$BODY" | jq -r '.jobs[] | select(.name | contains("build (ee)")) | .id')
-            done
-          done
-          echo "Job ID: ${JOB_ID}"
-
-          ## Wait for uberjar build to complete
-          while [ true ]; do
-            curl -Ls --output uberjar.json \
-            -H "Accept: application/vnd.github+json" \
-            -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            https://api.github.com/repos/${{ github.repository }}/actions/jobs/${JOB_ID}
-            jq -r '.steps[] | select(.name == "Prepare uberjar artifact") | .status' uberjar.json | grep -q "completed" && break
-            echo "Waiting for uberjar build..."
-            sleep 10
-          done
-          echo "run_id=$(jq -r '.workflow_runs[0].id' e2e-tests.json)" >> $GITHUB_OUTPUT
       - name: Retrieve uberjar artifact for ee
-        uses: actions/download-artifact@v4
+        uses: ./.github/actions/fetch-artifact
         with:
           name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          run-id: ${{ inputs.wait_for_uberjar && steps.wait_for_uberjar.outputs.run_id || github.run_id }}
+          extract-path: "target/uberjar"
+          output-name: "metabase.jar"
       - name: Move uberjar to bin/docker
         run: |
           jar xf target/uberjar/metabase.jar

.github/workflows/pr-env-labeled.yml

@@ -9,9 +9,13 @@ concurrency:
   cancel-in-progress: true
 
 jobs:
+  uberjar:
+    if: ${{ github.event.label.name == 'PR-Env' }}
+    uses: ./.github/workflows/uberjar.yml
+    secrets: inherit
+
   pr-env:
+    needs: [uberjar]
     if: ${{ github.event.label.name == 'PR-Env' }}
     uses: ./.github/workflows/pr-env.yml
-    with:
-      wait_for_uberjar: true
     secrets: inherit

.github/workflows/pr-env.yml

@@ -3,11 +3,6 @@ run-name: Building Dynamic PR Environment for ${{ github.ref_name }} by @${{ git
 
 on:
   workflow_call:
-    inputs:
-      wait_for_uberjar:
-        description: "Wait for uberjar build"
-        required: false
-        type: boolean
 jobs:
   build:
     runs-on: ubuntu-latest
@@ -31,69 +26,12 @@ jobs:
         uses: aws-actions/amazon-ecr-login@v2
         with:
           registries: "${{ secrets.PR_ENV_AWS_ACCOUNT_ID }}"
-      - name: Wait for uberjar
-        id: wait_for_uberjar
-        if: ${{ inputs.wait_for_uberjar == true }}
-        run: |
-          ## Get workflow run id for uberjar build
-          curl -Ls --output e2e-tests.json \
-          -H "Accept: application/vnd.github+json" \
-          -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-          -H "X-GitHub-Api-Version: 2022-11-28" \
-          https://api.github.com/repos/${{ github.repository }}/actions/workflows/run-tests.yml/runs?head_sha=${{ github.event.pull_request.head.sha || github.sha }}
-          ID=$(jq -r '.workflow_runs[0].id' e2e-tests.json)
-          echo "Run ID: ${ID}"
-
-          ## Get workflow run id for uberjar build
-          while [ -z "$JOB_ID" ]; do
-            NEXT_URL="https://api.github.com/repos/${{ github.repository }}/actions/runs/${ID}/jobs?filter=latest"
-
-            # Search for build job
-            echo "Searching for build job..."
-            while [ -z "$JOB_ID" ] && [ -n "$NEXT_URL" ]; do
-              # Get one page of jobs
-              RESPONSE=$(curl -s -i \
-                -H "Accept: application/vnd.github+json" \
-                -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-                -H "X-GitHub-Api-Version: 2022-11-28" \
-                "$NEXT_URL")
-
-              # Extract headers and body
-              HEADERS=$(echo "$RESPONSE" | sed -n '1,/^\r$/p')
-              BODY=$(echo "$RESPONSE" | sed '1,/^\r$/d')
-              LINK_HEADER=$(echo "$HEADERS" | grep -i '^link:' | sed 's/^link: //')
-
-              # Check for next page in Link header
-              if echo "$LINK_HEADER" | grep -q 'rel="next"'; then
-                NEXT_URL=$(echo "$LINK_HEADER" | sed -E 's/.*<([^>]+)>; rel="next".*/\1/')
-              else
-                NEXT_URL=""
-              fi
-
-              # Check for build job
-              JOB_ID=$(echo "$BODY" | jq -r '.jobs[] | select(.name | contains("build (ee)")) | .id')
-            done
-          done
-          echo "Job ID: ${JOB_ID}"
-
-          ## Wait for uberjar build to complete
-          while [ true ]; do
-            curl -Ls --output uberjar.json \
-            -H "Accept: application/vnd.github+json" \
-            -H "Authorization: Bearer ${{ secrets.GITHUB_TOKEN }}" \
-            -H "X-GitHub-Api-Version: 2022-11-28" \
-            https://api.github.com/repos/${{ github.repository }}/actions/jobs/${JOB_ID}
-            jq -r '.steps[] | select(.name == "Prepare uberjar artifact") | .status' uberjar.json | grep -q "completed" && break
-            echo "Waiting for uberjar build..."
-            sleep 10
-          done
-          echo "run_id=$(jq -r '.workflow_runs[0].id' e2e-tests.json)" >> $GITHUB_OUTPUT
       - name: Retrieve uberjar artifact for ee
-        uses: actions/download-artifact@v4
+        uses: ./.github/actions/fetch-artifact
         with:
           name: metabase-ee-${{ github.event.pull_request.head.sha || github.sha }}-uberjar
-          github-token: ${{ secrets.GITHUB_TOKEN }}
-          run-id: ${{ inputs.wait_for_uberjar && steps.wait_for_uberjar.outputs.run_id || github.run_id }}
+          extract-path: "target/uberjar"
+          output-name: "metabase.jar"
       - name: Move uberjar to bin/docker
         run: |
           jar xf target/uberjar/metabase.jar
@@ -107,7 +45,7 @@ jobs:
           tags: ${{ secrets.PR_ENV_AWS_ACCOUNT_ID }}.dkr.ecr.us-east-1.amazonaws.com/metabase-enterprise:pr${{ github.event.number }}
           push: true
   deploy_pr:
-    needs: [ build ]
+    needs: [build]
     runs-on: ubuntu-latest
     name: PR Review ENV
     permissions:
@@ -191,7 +129,7 @@ jobs:
           kubectl apply -f ./metabase.yml
   preview_links:
     runs-on: ubuntu-latest
-    needs: [ deploy_pr ]
+    needs: [deploy_pr]
     steps:
       - uses: marocchino/sticky-pull-request-comment@v2
         with:

.github/workflows/release-embedding-sdk.yml

@@ -5,18 +5,12 @@ on:
   workflow_dispatch:
     inputs:
       branch:
-        description: "Branch we want to release the SDK from"
+        description: "Branch we want to release the SDK from (to release from other branches use the workflow from those branches)"
         type: choice
         required: true
         default: "master"
         options:
           - master
-          - release-x.51.x
-          - release-x.52.x
-          - release-x.53.x
-          - release-x.54.x
-          - release-x.55.x
-          - esbuild-main
 
 concurrency:
   # We want to ensure only one job is running at a time per branch because
@@ -177,41 +171,39 @@ jobs:
     outputs:
       sdk_version: ${{ fromJson(steps.new-sdk-version.outputs.result).version }}
       major_version: ${{ fromJson(steps.new-sdk-version.outputs.result).majorVersion }}
+      pre_release_label: ${{ fromJson(steps.new-sdk-version.outputs.result).preReleaseLabel }}
     steps:
       - name: Check out the code using the provided branch
         uses: actions/checkout@v4
         with:
           ref: ${{ inputs.branch }}
 
+      - name: Prepare build scripts
+        run: yarn --cwd release --frozen-lockfile && yarn --cwd release build
+
       - name: Get current SDK version
         id: current-sdk-version
         run: |
-          VERSION=$(jq -r .version ./enterprise/frontend/src/embedding-sdk/package.template.json)
+          VERSION=$(jq -r .version ./enterprise/frontend/src/embedding-sdk-package/package.template.json)
           echo "sdk_current_version=$VERSION" >> $GITHUB_OUTPUT
 
-      - name: Get next SDK patch version
+      - name: Get next SDK patch or pre-release version
         id: new-sdk-version
         uses: actions/github-script@v7
         with:
-          script: |
-            const currentVersion = "${{ steps.current-sdk-version.outputs.sdk_current_version }}";
-            const [currentVersionWithoutSuffix, suffix] = currentVersion.split("-");
-            const versionParts = currentVersionWithoutSuffix.split(".");
-            versionParts[versionParts.length - 1] = parseInt(versionParts.at(-1)) + 1;
-            const newVersion = versionParts.join(".");
-            const [_, majorVersion] = versionParts
+          script: | #js
+            const { getNextSdkVersion } = require('${{ github.workspace }}/release/dist/index.cjs');
 
-            if (!suffix) {
-              return {
-                version: newVersion,
-                majorVersion
-              };
-            }
+            const branch = "${{ inputs.branch }}";
+            const currentVersion = "${{ steps.current-sdk-version.outputs.sdk_current_version }}";
+
+            const result = getNextSdkVersion(branch, currentVersion);
 
             return {
-              version: `${newVersion}-${suffix}`,
-              majorVersion
-            }
+              version: result.version,
+              preReleaseLabel: result.preReleaseLabel,
+              majorVersion: result.majorVersion
+            };
 
       - name: Append workflow summary
         run: |
@@ -262,8 +254,6 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "release-sdk"
 
       - name: Run unit tests
         run: yarn embedding-sdk:test-unit
@@ -285,20 +275,14 @@ jobs:
 
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "release-sdk"
 
       - name: Bump published npm package version
         # NOTE: this should happen before "Build SDK bundle" as we inject SDK version into the code during build step
         run: |
           ./bin/embedding-sdk/release_utils.bash update_package_json_template ${{ needs.determine-sdk-version.outputs.sdk_version }}
 
-      - name: Update changelog
-        run: |
-          yarn embedding-sdk:generate-changelog -o changelog-diff
-
-      - name: Build SDK bundle
-        run: yarn run build-embedding-sdk
+      - name: Build SDK package
+        run: yarn run build-embedding-sdk-package
 
       - name: Generate SDK package.json in the build directory
         run: yarn run embedding-sdk:generate-package
@@ -309,12 +293,6 @@ jobs:
           name: metabase-sdk
           path: ./resources/embedding-sdk
 
-      - name: Upload changelog diff
-        uses: actions/upload-artifact@v4
-        with:
-          name: sdk-changelog-diff
-          path: ./changelog-diff
-
   publish-npm:
     needs: [build-sdk, determine-sdk-version]
     runs-on: ubuntu-22.04
@@ -335,6 +313,7 @@ jobs:
           git config --global user.name "Metabase Automation"
 
       - name: Update readme
+        if: inputs.branch != 'master'
         run: |
           bash ./bin/embedding-sdk/release_utils.bash update_readme ${{ env.sdk_version }}
 
@@ -342,25 +321,26 @@ jobs:
         run: |
           bash ./bin/embedding-sdk/release_utils.bash update_package_json_template ${{ env.sdk_version }}
 
-      - name: Retrieve SDK changelog diff
-        uses: actions/download-artifact@v4
-        with:
-          name: sdk-changelog-diff
-
-      - name: Update changelog
-        run: |
-          cat changelog-diff enterprise/frontend/src/embedding-sdk/CHANGELOG.md > new-changelog
-          mv new-changelog enterprise/frontend/src/embedding-sdk/CHANGELOG.md
-
-      - name: Create a PR updating readme + published version, and changelog (using GitHub Metabase Automation account)
+      - name: Create a PR updating readme + published version (using GitHub Metabase Automation account)
         run: |
           git checkout -b update-sdk-version-${{ env.sdk_version }}
-          git commit -a -m 'Update Readme version references and published npm version to ${{ env.sdk_version }}'
+
+          if [ "${{ inputs.branch }}" = "master" ]; then
+            COMMIT_MSG="chore(sdk): Update published npm version to ${{ env.sdk_version }}"
+            PR_TITLE="chore(sdk): Update SDK version to ${{ env.sdk_version }}"
+            PR_BODY="Update published npm package version to ${{ env.sdk_version }}"
+          else
+            COMMIT_MSG="docs(sdk): Update Readme version references and published npm version to ${{ env.sdk_version }}"
+            PR_TITLE="docs(sdk): Update SDK version to ${{ env.sdk_version }}"
+            PR_BODY="Update Readme version references and published npm package version to ${{ env.sdk_version }}"
+          fi
+
+          git commit -a -m "$COMMIT_MSG"
           git push origin HEAD
-          gh pr create --base ${{ inputs.branch }}\
-                       --assignee "${GITHUB_ACTOR}"\
-                       --title "docs(sdk): Update SDK version to ${{ env.sdk_version }}"\
-                       --body "Update Readme version references and published npm package version to ${{ env.sdk_version }}"
+          gh pr create --base "${{ inputs.branch }}" \
+                       --assignee "${GITHUB_ACTOR}" \
+                       --title "$PR_TITLE" \
+                       --body "$PR_BODY"
         env:
           GH_TOKEN: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
 
@@ -388,15 +368,39 @@ jobs:
           name: metabase-sdk
           path: sdk
 
+      - name: Compute master tag
+        id: compute-tag
+        run: |
+          if [ -n "${{ needs.determine-sdk-version.outputs.pre_release_label }}" ]; then
+            echo "masterTag=${{ needs.determine-sdk-version.outputs.pre_release_label }}" >> $GITHUB_OUTPUT
+          else
+            echo "masterTag=nightly" >> $GITHUB_OUTPUT
+          fi
+
       - name: Publish to NPM
         working-directory: sdk
         run: |
           echo //registry.npmjs.org/:_authToken=${{ secrets.NPM_RELEASE_TOKEN }} > .npmrc
-          # Please keep the value in sync with `inputs.branch`'s release branch
-          npm publish --tag ${{fromJson('{"master": "nightly", "release-x.51.x": "51-stable", "release-x.52.x": "52-stable", "release-x.53.x": "53-stable", "release-x.54.x": "54-stable", "release-x.55.x": "55-stable", "esbuild-main": "56-esbuild"}')[inputs.branch]}}
+
+          TAG=$(jq -r --null-input \
+            --arg branch "${{ inputs.branch }}" \
+            --arg masterTag "${{ steps.compute-tag.outputs.masterTag }}" '
+            {
+              "master": $masterTag,
+              "release-x.51.x": "51-stable",
+              "release-x.52.x": "52-stable",
+              "release-x.53.x": "53-stable",
+              "release-x.54.x": "54-stable",
+              "release-x.55.x": "55-stable",
+              "release-x.56.x": "56-stable"
+            }[$branch]'
+          )
+
+          echo "Resolved npm tag: $TAG"
+          npm publish --tag "$TAG"
 
       - name: Add `latest` tag to the latest release branch (`release-x.55.x`) deployment
-        if: ${{ inputs.branch == 'release-x.55.x' }}
+        if: ${{ inputs.branch == 'release-x.56.x' }}
         working-directory: sdk
         run: |
           npm dist-tag add @metabase/embedding-sdk-react@${{ env.sdk_version }} latest

.github/workflows/release-log.yml

@@ -7,9 +7,7 @@ on:
       - release-x.*
     tags:
       - v*
-      - nightly-*
       - latest-*
-      - beta-*
   workflow_dispatch:
     inputs:
       version:

.github/workflows/release-notes-preview.yml

@@ -34,18 +34,23 @@ jobs:
         AWS_S3_DOWNLOADS_BUCKET: test_bucket
       with:
         script: | # js
-          const { getChangelog } = require('${{ github.workspace }}/release/dist/index.cjs');
+          const R = require('${{ github.workspace }}/release/dist/index.cjs');
           const fs = require('fs');
 
           const version = '${{ inputs.version }}';
 
-          const notes = await getChangelog({
+          const issues = await R.getMilestoneIssues({
             version,
             github,
             owner: context.repo.owner,
             repo: context.repo.repo,
           });
 
+          const notes = R.getWebsiteChangelog({
+            version,
+            issues,
+          });
+
           fs.writeFileSync(`release-notes-preview-${version}.md`, notes);
     - name: Upload Release Notes
       uses: actions/upload-artifact@v4

.github/workflows/release-tag.yml

@@ -12,8 +12,6 @@ on:
         description: Tag name to apply to this release
         type: choice
         options:
-          - nightly
-          - beta
           - latest
         required: true
       tag_rollout:
@@ -36,8 +34,6 @@ on:
       tag_name:
         type: string
         # options:
-        #   - nightly
-        #   - beta
         #   - latest
         #   - none (skips everything)
         required: true
@@ -270,7 +266,7 @@ jobs:
         token: ${{ secrets.METABASE_AUTOMATION_USER_TOKEN }}
         fetch-depth: 0 # we want all branches and tags
         fetch-tags: true
-    - name: Add and push git tag for nightly/beta/latest
+    - name: Add and push git tag for latest
       if: ${{ !inputs.dot-x-tag }}
       run: | # sh
         if [[ "${{ matrix.edition }}" == "ee" ]]; then

.github/workflows/release.yml

@@ -17,8 +17,6 @@ on:
         options:
           - none
           - latest
-          - beta
-          - nightly
         required: true
         default: 'none'
       auto:
@@ -41,8 +39,6 @@ on:
         # options:
         #   - none
         #   - latest
-        #   - beta
-        #   - nightly
         required: true
         default: 'none'
       auto:
@@ -403,7 +399,9 @@ jobs:
             });
 
   trigger-ee-extra-pr:
-    needs: verify-s3-download
+    needs:
+      - containerize-ee
+      - verify-s3-download
     runs-on: ubuntu-22.04
     timeout-minutes: 10
     steps:

.github/workflows/run-tests.yml

@@ -8,9 +8,11 @@ on:
   pull_request:
     types: [opened, synchronize, reopened]
   merge_group:
+  workflow_dispatch:
 
 jobs:
   files-changed:
+    if: ${{ !contains(github.event.pull_request.labels.*.name,'ci skip') }}
     name: Check which files changed
     runs-on: ubuntu-22.04
     timeout-minutes: 5
@@ -22,6 +24,7 @@ jobs:
       backend_all: ${{ steps.changes.outputs.backend_all }}
       frontend_all: ${{ steps.changes.outputs.frontend_all }}
       frontend_sources: ${{ steps.changes.outputs.frontend_sources }}
+      documentation: ${{ steps.changes.outputs.documentation }}
     steps:
       - uses: actions/checkout@v4
       - name: Test which files changed
@@ -35,6 +38,7 @@ jobs:
 
   static-viz-files-changed:
     name: Check whether static-viz files changed
+    if: ${{ !contains(github.event.pull_request.labels.*.name,'ci skip') }}
     runs-on: ubuntu-22.04
     timeout-minutes: 10
     outputs:
@@ -45,8 +49,6 @@ jobs:
         uses: ./.github/actions/prepare-frontend
       - name: Prepare back-end environment
         uses: ./.github/actions/prepare-backend
-        with:
-          m2-cache-key: "files-changed"
       - name: Build static-viz frontend
         run: yarn build-static-viz
         env:
@@ -64,14 +66,27 @@ jobs:
           token: ${{ github.token }}
           filters: .github/static-viz-sources.yaml
 
+  uberjar:
+    needs: [files-changed, static-viz-files-changed]
+    if: ${{ !cancelled() && !(needs.files-changed.outputs.documentation == 'true' && needs.files-changed.outputs.backend_all == 'false' && needs.files-changed.outputs.frontend_all == 'false' && needs.files-changed.outputs.e2e_all == 'false') }}
+    uses: ./.github/workflows/uberjar.yml
+    secrets: inherit
+
   backend-tests:
-    if: ${{ !cancelled() }}
+    if: ${{ !cancelled() && needs.files-changed.result == 'success' }}
     needs: [files-changed, static-viz-files-changed]
     uses: ./.github/workflows/backend.yml
     secrets: inherit
     with:
       skip: ${{ needs.files-changed.outputs.backend_all != 'true' && needs.static-viz-files-changed.outputs.static_viz != 'true' }}
 
+  semantic-search-tests:
+    needs: files-changed
+    uses: ./.github/workflows/semantic-search.yml
+    secrets: inherit
+    with:
+      skip: ${{ needs.files-changed.outputs.backend_all != 'true' }}
+
   app-db-tests:
     needs: files-changed
     uses: ./.github/workflows/app-db.yml
@@ -95,7 +110,8 @@ jobs:
       skip-lint: ${{ needs.files-changed.outputs.frontend_all != 'true' && needs.files-changed.outputs.e2e_specs != 'true' }}
 
   e2e-tests:
-    needs: files-changed
+    needs: [files-changed, uberjar]
+    if: always() && !cancelled() && needs.files-changed.result == 'success'
     uses: ./.github/workflows/e2e-tests.yml
     secrets: inherit
     with:
@@ -110,3 +126,23 @@ jobs:
     needs: files-changed
     uses: ./.github/workflows/embedding-sdk.yml
     secrets: inherit
+
+  pr-env:
+    needs: [uberjar]
+    if: |
+      !cancelled() &&
+      contains(github.event.pull_request.labels.*.name, 'PR-Env')
+    uses: ./.github/workflows/pr-env.yml
+    secrets: inherit
+
+  containerize:
+    needs: [uberjar]
+    if: |
+      !cancelled() &&
+      needs.uberjar.result == 'success' &&
+      (
+        (github.event_name == 'push' && contains(fromJson('["master", "metabot-v3-main", "internal-tools"]'), github.ref_name)) ||
+        (github.event_name == 'pull_request' && contains(github.event.pull_request.labels.*.name, 'build-docker-uberjar'))
+      )
+    uses: ./.github/workflows/containerize-uberjar.yml
+    secrets: inherit